Corrosion is difficult to remove from the faucet but easy to prevent. If you know the brand and model of your faucet, read the instruction carefully to prevent it from corrosion.
However, to remove corrosion wash faucets with mild soap, rinse thoroughly with warm water and dry with a clean cloth.
Sometimes rub the tarnish away by using automotive cleaner and polish can remove corrosion.