Brillo, Scotchbrite, etc will remove rust but leave telltale fine scratches all over. Bronze wool, copper wool, 0000 steel wool, bronze brush, copper brush will remove rust without the fine scratch mess on chrome. WD40 works well with them.
Removing brillo or Scotchbrite fine scratches can be done with Simichrome polish, but is a lot of work.