Drought Tolerant Annual Crops?

At my house, my general rule for irrigation and choosing plants is: if it gives me food, i’ll water it. Otherwise, tough luck. However, it always seems like an extra awesome bonus when there is a plant that will give me food AND I don’t have to water it.