If the weight is moving, even slightly, that is a good sign. That's usually an early indication that it is about to break free. Use the advice given above plus grab the weight with a large pair of Channelocks and twist in both directions.
The OP stated that the weight "moves but not the rod it is attached to."
If he keeps torquing on the weight, it will snap something off.
