Is Saudi Arabia two thirds of the Middle East?

No. Saudi Arabia probably makes up over two thirds of the lands of the Arabian Peninsula, but it makes up less than half of the total area of the Middle East on account of the large countries of Turkey, Iran, Iraq, and Egypt.