I along with my family have been to Death Valley National Park in Summer. It was too hot that time and completely dry. We didn't find any waterfall over there. I guess we missed out on the beautiful scene and well as your toad floating in ponds (kidding).
Apart from this scenery we managed to see many other things like Badwater, Furnace creek, and Zabriskie Point.