Muriatic acid from the local hardware store will take ALL the rust off right NOW without waiting, but won't hurt the steel or chrome.
It doesn't "convert" or any of that, but eats rust down to clean steel.
(Funny how someone disagrees with my post but doesn't say a word about why):D