I've had that problem, and I've found the only way to get it off isto leave the piece in plain water for several hours or overnight. Itwill eventually dissolve.
Actually, it's said to be better to remove the flux before puttingit in the pickle---keeps the pickle cleaner longer. It comes offjust by boiling it in plain water...! It's a whole extra step, butit works.....
Janet in Jerusalem