Adding Certolizumab to Chemotherapy + Nivolumab in People Who Have Lung Cancer That Can Be Treated With Surgery

Inclusion Criteria: * Untreated stage II-III (AJCC 8th edition) non-small cell lung cancers with operable and resectable disease determined by a thoracic surgeon * Histologic confirmation of disease at MSKCC * Age 18 years or older * Karnofsky Performance Status ≥ 70 * Adequate bone marrow, liver and renal function, as specified below: * Absolute Neutrophil Count (ANC) ≥ 1.5 x 10\^9 /L * Lymphocyte count ≥0.5 x10\^9/L (500/µL) * Hemoglobin ≥ 9 g/dL * Platelets ≥ 100 x 10\^9 /L * Serum total bilirubin ≤ 1.5 x upper limit of normal (ULN) (except for patients with documented Gilbert's Syndrome) * AST and ALT ≤ 2.5 x ULN * Serum creatinine ≤ 1.5 x upper limit of normal or creatinine clearance ≥ 60ml/min for patients with creatinine levels above institutional normal. * Serum albumin ≥25 g/L (2.5 g/dL) * For patients not receiving therapeutic anticoagulation: INR or aPTT ≤1.5 x ULN * For patients receiving therapeutic anticoagulation: stable anticoagulant regimen * Negative PPD test or interferon-gamma release assay (including but not limited to QuantiFERON-TB Gold) * For women of child-bearing potential, negative pregnancy test within 14 days prior to starting treatment * Men and women of childbearing age must be willing to use effective contraception while on treatment and for at least 5 months thereafter * Presence of at least one site of measurable disease as defined by the Response Evaluation Criteria in Solid Tumors 1.1 * Ability to provide written, informed consent. Legally Authorized Representatives are permitted. * Negative HIV test at screening, with the following exception: patients with a positive HIV test at screening are eligible provided they are stable on anti-retroviral therapy, have a CD4 count ³ 200/µL, and have an undetectable viral load * Negative hepatitis B surface antigen (HBsAg) test at screening Negative total hepatitis B core antibody (HBcAb) test at screening, or positive total HBcAb test followed by a negative hepatitis B virus (HBV) DNA test at screening. Note: The HBV DNA test will be performed only for patients who have a negative HBsAg test and a positive total HBcAb test. * Patient with a prior or concurrent malignancy whose natural history or treatment does not have the potential to interfere with the safety or efficacy assessment of the investigational regimen are eligible for this trial. Exclusion Criteria: * Presence of an FDA approved targeted therapy for patients with NSCLC harboring a genomic aberration for which an FDA-approved targeted therapy is indicated * Hypersensitivity to platinum agents * Prior use of TNF-α inhibitor * Treatment with systemic immunosuppressive medication (including, but not limited to, corticosteroids, cyclophosphamide, azathioprine, methotrexate, thalidomide) within 2 weeks prior to initiation of study treatment, or anticipation of need for systemic immunosuppressive medication during study treatment Note: this exclusion criteria has the following excpetions: * Patients who received acute, low-dose systemic immunosuppressant medication or a one-time pulse dose of systemic immunosuppressant medication (e.g., 48 hours of corticosteroids for a contrast allergy) are eligible for the study after Principal Investigator confirmation has been obtained. * Patients who received mineralocorticoids (e.g., fludrocortisone), corticosteroids for chronic obstructive pulmonary disease (COPD) or asthma, or low-dose corticosteroids for orthostatic hypotension or adrenal insufficiency are eligible for the study. * Topical steroids * Active or history of autoimmune disease or immune deficiency * Active or history of autoimmune disease or immune deficiency including but not limited to myasthenia gravis, myositis, autoimmune hepatitis, systemic lupus erythematosus, rheumatoid arthritis, inflammatory bowel disease, psoriatic arthritis, antiphospholipid antibody syndrome Wegener granulomatosis, Sjogren syndrome, Guillain-Barre syndrome, or multiple sclerosis. Note: This exclusion criteria has the following exceptions: 1. Patients with a history of autoimmune-related hypothyroidism who are on thyroid-replacement hormone are eligible for the study. 2. Patients with controlled Type 1 diabetes mellitus who are on an insulin regimen are eligible for the study. 3. Patients with eczema, psoriasis, lichen simplex chronicus, or vitiligo with dermatologic manifestations only (e.g., patients with psoriatic arthritis are excluded) are eligible for the study provided all of following conditions are met: * Rash must cover \< 10% of body surface area * Disease is well controlled at baseline and requires only low-potency topical corticosteroids * No occurrence of acute exacerbations of the underlying condition requiring psoralen plus ultraviolet A radiation, methotrexate, retinoids, biologic agents, oral calcineurin inhibitors, or high-potency or oral corticosteroids within the previous 12 months * History of idiopathic pulmonary fibrosis, organizing pneumonia (e.g., bronchiolitis obliterans), drug-induced pneumonitis, or idiopathic pneumonitis, or evidence of active pneumonitis on screening chest computed tomography (CT) scan Note: History of radiation pneumonitis in the radiation field (fibrosis) is permitted * Baseline hearing deficit (CTCAE version 4.0 grade 2 or higher) applicable only for cisplatin therapy. * Ongoing bacterial, viral, or antifungal infection requiring antimicrobial treatment with the exception of thrush * Active tuberculosis or untreated, latent tuberculosis Note: If a patient has signs, symptoms, or a history suggestive of active tuberculosis, evaluation by an infectious disease physician will be required and active tuberculosis ruled-out prior to enrollment. * Significant cardiovascular disease (such as New York Heart Association Class II or greater cardiac disease, or cerebrovascular accident) within 3 months prior to initiation of study treatment, or unstable arrhythmia Note: Patients are ineligible if they have a history of myocardial infarction or * Unstable angina within the past 12 months * Major surgical procedure, other than for diagnosis, within 4 weeks prior to initiation of study treatment, or anticipation of need for a major surgical procedure during the study * Acute or chronic Hepatitis B or C infection * Known HIV infection requiring antiretroviral medications and those with AIDS * Active herpes zoster infection * Current treatment with anti-viral therapy for HBV * Non-healed infected skin ulcers * Uncontrolled or symptomatic hypercalcemia (ionized calcium \> 1.5mmol/L, calcium \> 12mg/dL or corrected serum calcium \> ULN) * Prior history of other malignancy with the exception of malignancies with a negligible risk of metastasis or death (e.g., 5-year OS rate \> 90%), such as adequately treated carcinoma in situ of the cervix, non melanoma skin carcinoma, localized prostate cancer, ductal carcinoma in situ, Stage I uterine cancer, localized prostate cancer, non-melanomatous skin cancer, ductal carcinoma or lobular carcinoma in situ of the breast * Severe infection within 4 weeks prior to initiation of study treatment, including, but not limited to, hospitalization for complications of infection, bacteremia, or severe pneumonia * Treatment with therapeutic oral or IV antibiotics within 2 weeks prior to initiation of study treatment Note: Patients receiving prophylactic antibiotics (e.g., to prevent a urinary tract infection or chronic obstructive pulmonary disease exacerbation) are eligible for the study. * Prior allogeneic stem cell or solid organ transplantation * Any other disease, metabolic dysfunction, physical examination finding, or clinical laboratory finding that contraindicates the use of an investigational drug, may affect the interpretation of the results, or may render the patient at high risk from treatment complications * Live, attenuated vaccines (e.g., FluMist) are prohibited within 4 weeks prior to initiation of study treatment, during treatment with nivolumab, and for 5 months after the last dose of nivolumab. * Treatment with investigational therapy within 28 days prior to initiation of study treatment * Prior treatment with CD137 agonists or immune checkpoint blockade therapies, including anti-CTLA-4, anti-PD-1, and anti-PD-L1 therapeutic antibodies * Treatment with systemic immunostimulatory agents (including, but not limited to, interferon and interleukin 2 \[IL-2\]) within 4 weeks or 5 half-lives of the drug (whichever is longer) prior to initiation of study treatment * History of severe allergic anaphylactic reactions to chimeric or humanized antibodies or fusion proteins * Known hypersensitivity to Chinese hamster ovary cell products or to any component of the nivolumab formulation * Known allergy or hypersensitivity to any component of the Certolizumab pegol formulation * Known allergy or hypersensitivity to any component of the platinum-based chemotherapy formulations * Pregnancy or breastfeeding, or intention of becoming pregnant during study treatment or within 5 months after the final dose of nivolumab, within 3 months after the final dose of Certolizumab pegol, and within 6 months after the final dose of carboplatin, cisplatin, pemetrexed or gemcitabine treatment