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Also, do you have Frackin Universe, or anything else that adds new biomes or changes where they can spawn? If there are more things that can spawn, you may need to search for longer before the thing you're looking for shows up.
Apart from that, they show up randomly, so just keep searching deserts.
As for the completely empty areas, desert planets can spawn with barren biomes on them, it's probably that.