While many cases of joint pain occur from gradual damage, there are several possible causes of sudden and sharp thumb joint pain. These include trigger thumb, which develops when the flexor pollicis longus tendon in the thumb gets inflamed, and trauma or injury to the ulnar collateral ligament in your thumb, called skier’s thumb.