Treatments for Knee OA Apply ice or heat to help ease stiffness, pain and swelling. Lose weight (if necessary) to help reduce stress on the knees. Keep moving with activities like swimming, biking or walking. Try physical therapy. ... Consider acupuncture or massage for pain relief. More items...