Is Saudi Arabia the largest country on Arabian Peninsula contains only about 25 million people?

No, Saudi Arabia is not the largest country on the Arabian Peninsula. It is the second-largest, with a population of over 34 million people. The largest country on the Arabian Peninsula is Yemen, which has a population of over 29 million people.