1) Acetaminophen.Acetaminophen (Tylenol, others) can relieve pain, but it doesn't reduce inflammation. It has been shown to be effective for people with osteoarthritis who have mild to moderate pain. Taking more than the recommended (Check with a doctor or physical therapist to find out if heat or cold is the best treatment.)