Certain medications and supplements may cause or alleviate joint and muscle pain. Some health conditions, such as crohn's disease and rheumatoid arthritis, can also contribute to joint pain. The relationship between various medications, supplements, and joint pain is complex, with some potentially causing pain and others potentially providing relief.