Oxalic Acid is safer for rust removal. Just remove the rusty parts and soak in Oxalic Acid and water. There are several threads in this forum about using Oxalic Acid to remove rust and restore the luster of chrome parts.
http://www.chemistrystore.com/oxalic_acid.htm