Looks like this is currently not the case at all. OpenAI's GPT-5.2 that released in December uses 18Wh per average query according to the University of Rhode Island's AI Lab and up to 40Wh for any extended reasoning. That's 8.6 times more electricity used per response than GPT-4.
