This phase I trial studies the side effects and best dose of lenalidomide when given together with dinutuximab with or without isotretinoin in treating younger patients with neuroblastoma that does not respond to treatment or that has come back. Drugs used in chemotherapy, such as lenalidomide and isotretinoin, 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. Monoclonal antibodies, such as dinutuximab, may interfere with the ability of tumor cells to grow and spread. Giving more than one drug (combination chemotherapy) together with dinutuximab therapy may kill more tumor cells.