And really, wouldn't getting around Gotham City quickly and "quietly" be much easier in the Batplane than the Batmobile? That way he doesn't need to worry about traffic, running over pedestrians who are too busy looking at their phones to notice the Batmobile screaming towards them, etc.
Plus, he's dressed up like a giant bat - bats fly, so Batman should fly!