remove the original latch, and assuming its steel and not copper or brass or whatever, dunk it in a bowl of oxalic acid (naval jelly, etc etc) for a day or two, then rinse thoroughly, allow to dry completely, and spray it with several layers of primer, then a decent quality silver
paint ('okie chrome').