Fascinating. Great find.
Here’s the culprit:
http://en.wikipedia.org/wiki/Umm_al_Binni_lake
If you look around the area there are other similar depressions. The impact craters appear to indicate the objects came from the NE, perhaps an asteroid which broke-up prior to impact?