This study is a Phase I trial in two parts. In part 1, a MTD to the combination of perifosine and sunitinib malate will be determined. In part 2, with the MTD as a starting point, a group of patients will be accrued with the goal of ensuring that they will be able to tolerate at least two courses of therapy, which would make them evaluable for response in a Phase II study.