For the purposes of this study, one cycle of therapy will be defined as 6 weeks. Patients will take one 50 mg tablet of perifosine one to three times a day and sunitinib malate once a day for 4 out of 6 weeks. Patients may need anti-emetics and/or anti-diarrheals. Patients will be evaluated for progression or response at 12-week intervals.