Is was removed a few patches ago, and was replaced by the city Utica/Atiqa near Carthage.

It is impossible without cheating to conquer cental arabia.

The city "Terhazza" of the Province "Eremos" is what you'll have to conquer to "own" that area, it's in the very Southwest corner of the map.