Yes, a "hard" tire will have less rolling resistance leading to less fuel consumption per mile, ie higher mpg. This is why trains use steel wheels on steel rails, less rolling resistance = bigger loads with less power.
Downsides. Harsher ride, faster tire wear focused on the center of the...