I sure "Switch on the TV" is a correct sentence.
I'm pretty sure "Switch on the power of the TV" is not a correct sentence.
But what about just "Switch on the power" or "Turn on the power"?
How about "Power on the TV" or "Power up the TV"?
Thank you.