Sometimes it's just best to use the intended product for the intended use. Evaporust attacks rust only, is re-usable, and is available at Harbor Freight in 2 sizes.
Cutting corners is great, but often costs you more in the long run in time, energy, frustration, and probably money. Spend the $8 and be done with it