Cohorts of 3-6 patients per stratum receive escalating doses of erlotinib hydrochloride and irinotecan hydrochloride until the MTD is determined. The MTD is defined as the dose preceding that at which at least 2 of 3 or 2 of 6 patients experience dose-limiting toxicity. Additional patients are treated at the MTD.