Will leaving a USB drive plugged in went car is off hurt?

The USB plug should not have power going to it when the ignition is off. Make sure of this by checking if the electronics that are plugged in are getting charged or not when the vehicle is turned off. If not, then feel free to leave it plugged in, otherwise it would be best to unplug when parking your car or it can drain your battery.