Wangi is popular and accessible by 2WD. Yes, it gets crowded. But unlike Florence, it has lots of parking, and it is a huge swimming pool, so it never seems that bad.
It now has a visitor centre, if you want chips in the middle of a national park.
You can swim there in the dry. In the wet it is closed.