If you are in the Dose Escalation Group, you will start taking imatinib by mouth 1 time each day for 14 days before you receive ipilimumab. On Day 15 of each cycle, you will receive a single dose of ipilimumab by vein over 90 minutes. You will continue to take imatinib by mouth 1 time each day.