The kanji 車 is a pictograph of a wheel or an old cart seen from above, showing the axle and spokes. You can clearly see the two wheels on the sides, connected by an axle, and the central part representing the body of the vehicle.
'Kuruma' — sounds like 'COOL RIDE, MA!' when you see a cool CAR.