i'm not an hardware expert, so I cannot tell you excactly how it works, but the point is: The device will calculate the same result in shorter time -> from what I know: If you want to calculate faster, you need more energy
Also I don't think the devices are built to supply the CPU with less power while using the GPU.
Again: these are mostly assumptions, I'm not a hardware architect!