There are a number of medications that are good for arthritis pain. Talk with your doctor before starting any of them. Common over-the-counter medications are aspirin, ibuprofen, and naproxen. Prescription medications include oxycodone and hydrocodone. Another option is a corticosteroid injection at the site of your joint pain. This is usually given only if the pain is very severe.