Drugs used in chemotherapy, such as irinotecan, oxaliplatin, and capecitabine, work in different ways to stop tumor cells from dividing so they stop growing or die. Combining more than one chemotherapy drug may kill more tumor cells. This phase I trial is studying the side effects and best dose of irinotecan, oxaliplatin, and capecitabine in treating patients with unresectable solid tumors.