The idiomatic phrase, meaning appropriate reward, has nothing to do with arid land. Deserts, in this case, comes from the Latin deservire (to serve well) and means deserving treatment for one’s behavior, good or bad. Just deserts may thus be used in both positive and negative contexts. The variant just desserts is nonsensical.