Obviously the reader should confirm this for their own jurisdiction but there is no law against either removing or covering up your car's plate(s) as long as you're parked on your own private property. Just gotta remember to uncover them before you head out because that is illegal.
Car covers are also an alternative if you're a renter assuming you aren't required to have a parking pass or plates visible for parking enforcement.