This phase II trial studies if dinutuximab, GM-CSF, isotretinoin in combination with irinotecan, and temozolomide (chemo-immunotherapy) can be given safely to patients with high-risk neuroblastoma after Consolidation therapy (which usually consists of two autologous stem cell transplants and radiation) who have not experienced worsening or recurrence of their disease. Dinutuximab represents a kind of cancer therapy called immunotherapy. Unlike chemotherapy and radiation, dinutuximab targets the cancer cells without destroying nearby healthy cells. Sargramostim helps the body produce normal infection-fighting white blood cells. Isotretinoin helps the neuroblastoma cells become more mature. These 3 drugs (standard immunotherapy) are already given to patients with high-risk neuroblastoma after Consolidation because they have been proven to be beneficial in this setting. 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. They may also affect how well immunotherapy works on neuroblastoma cells. Giving chemo-immunotherapy after intensive therapy may work better in treating patients with high-risk neuroblastoma compared to standard immunotherapy.