Elbow Arthritis. Andrew Wong, M.D., of Redlands Community Hospital, discusses what can be done for elbow pain caused by arthritis. Dr. Long says treatments for arthritic elbow include anti-inflammatory medications, splinting, and injections of medication into the elbow joint to relieve pain. He says in more serious cases of arthritis in the elbow surgery may be necessary to relieve that pain and restore motion.