Patients will receive the same radiation therapy and surgical care they would receive normally and with no change in timing or duration of each treatment. They will also receive two immunotherapy agents, Durvalumab and Tremelimumab, during radiation prior to surgery, and a single agent, Durvalumab, after surgery.