Hi Charlotte,
I have used this technique several times , and agree with James that you do indeed have it wired up correctly (anode on the +ve, part/s to be derustified on the -ve ) and hes right with bicarb is NOT what you should be using, sodium carbonate (washing soda) is what I usually use...