The idle screw travels in a slot on the carb slide. If it's been backed out of the slot and the slide has turned, the adjustment will not work.
If you start to tighten the idle screw VERY slightly, a little at a time while moving the barrel side to side, you will feel the screw seat into the slot and close quite a bit. Only then will you be able to set your idle.