To remove rust from your bathroom rack, first determine what material it is made of. If it is made of iron with a chrome coating, the rust is due to surface corrosion, meaning the finish cannot be restored to its original state. If it is made of stainless steel, you can simply scrub the surface clean using a steel wool pad.