Using a table salt electrolyte I was able to accomplish the same, but far slower and at very low currents, I used a hardened steel nail as a sacrificial electrode
Your mileage may vary.
I used a very weakly biased AC waveform, the bias was about 1.6V on a 7V AC pk-pk waveform, it ends up polishing the surface if you get the bias correct, it rips off a bit of rust, and then plates a bit of the nails metal, going round and round in circles slowly removing material, but preventing pitting.
if you keep the spacing wide enough, the oxide just falls to the bottom of the tank, leaving the metal from the nail fairly clean,
I ended up leaving it over 4 hours, with about 5cm seperation with a heavily rusted screwdriver slowly turning it every half hour, all the rust came off after about 3 hours, and the metal began shifting from black oxide to yellow tinged silver towards the 4th hour, after removing it from the bath the yellow wiped off revealing the shiny base metal.