What are people who live in the desert called?

They're called desert-dwellers.

The terms nomad or bedouin, both meaning 'wanderer', are often misused in this case; but they only properly apply to the itinerant people of the desert, not to permanent settlers, which are called (as elsewhere in the world) villagers or townsfolk.