There are some economies of scale involved.. especially for high density displays,
The GPU does a lot of the heavy lifting..
But even simple-ish games often take multiple milliseconds of CPU time to simulate One frame, and that doesn't transfer to the CPU, so doubling the framerate means half the physics+gameplay+cpu calculation since you have half as much time to do it.