More weight on the saddle = easier to pedal but why?

After having done some research on the forum I find that the simplest exercise (and easiest to understand) to reach this “floating on the pedal” skill has been explained by scott ttocs Here

This must guarantee to only use the minimum needed torque to ride a unicycle.