Cohorts of patients receive escalating doses of everolimus or escalating doses of everolimus and erlotinib hydrochloride* until the maximum tolerated dose (MTD) is determined. Patients in part 2 of the study are treated at the MTD of everolimus and erlotinib hydrochloride.