This phase II trial studies how well dinutuximab, irinotecan, and temozolomide after intensive therapy works in treating patients with high-risk neuroblastoma. Dinutuximab represents a kind of cancer therapy called immunotherapy. Unlike chemotherapy and radiation, dinutuximab targets the cancer cells without destroying nearby healthy cells. Chemotherapy drugs, such as irinotecan 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. Giving dinutuximab together with irinotecan and temozolomide after intensive therapy may work better in treating patients with high-risk neuroblastoma compared to dinutuximab alone.