This is a single center, prospective, randomized phase II study with a phase I safety lead in. Patients in this study will undergo radiation therapy alone or in combination with durvalumab (MEDI 4736). Patients eligible for treatment must be diagnosed with node negative, non-metastatic, biopsy- proven early-stage NSCLC and be ineligible for surgical resection or refuse surgical resection.