This phase II trial studies how well denosumab works in treating patients with osteosarcoma that has come back (recurrent) or does not respond to treatment (refractory). Immunotherapy with monoclonal antibodies, such as denosumab, may help the body's immune system attack the cancer, and may interfere with the ability of tumor cells to grow and spread.