The mould forms on citric acid as well.
Citric acid or phosphoric will work, citric at least etched the surface (not necessarily a good thing) where electrolysis only removes the rust - much better for overhauling existing machinery and parts, I used electrolysis only when refurbishing my lathe as I didn't want to loosen any critical fits.