It's not just the mechanical weight at the destination and the work required to escape earth's gravity (which is enormous). Mass of the rover also means more fuel to speed up and slow down if there is any delta-V changes en-route, the heat energy that needs to be dissipated during re-entry, the forces on parachute and lander as well. So really, that mass penalty gets paid over and over... and not often linearly.