This randomized phase II trial studies how well irinotecan hydrochloride and temozolomide with temsirolimus or monoclonal antibody Ch14.18 work in treating younger patients with neuroblastoma that has returned or does not respond to treatment. Drugs used in chemotherapy, such as irinotecan hydrochloride and temozolomide, work in different ways to stop the growth of tumor cells, either by killing the cells, by stopping them from dividing, or by stopping them from spreading. Temsirolimus may stop the growth of tumor cells by blocking some of the enzymes needed for cell growth. Monoclonal antibodies, such as monoclonal antibody Ch14.18, may find tumor cells and help kill them or carry tumor-killing substances to them. It is not yet known whether giving irinotecan hydrochloride and temozolomide together with temsirolimus or monoclonal antibody Ch14.18 is more effective in treating neuroblastoma.