My experience owning big rigs is that the less throttle you use the better the fuel mileage. Heavier rigs like deeper gears, lighter rigs higher gears.
So when you add big tires, steel bumpers, roof racks etc you're engine works harder to keep all that in motion. So, especially with a tired...