In Phase I of this study the investigators will determine the maximum tolerated dose (MTD) among three doses. Dose limiting toxicities (DLTs) will be based solely on adverse events that occur during cycle 1. The initial dose of cabozantinib for all patients treated on this study will be 20 mg P.O. daily, which is designated dose level -1.