Glaucoma does not always cause eye pain. Open angle glaucoma, a condition where the pressure in the eye increases slowly is usually painless. On the other hand, angle closure glaucoma is associated with a sudden rise in eye pressure resulting in severe pain and blindness if not treated immediately.