Huh!!! One ‘s’!!

Just deserts uses this, relatively uncommon, noun form of desert, which may mean “deserved reward or punishment” (usually used in plural), “the quality or fact of meriting reward or punishment,” or “excellence, worth.”

Via ‘Just Deserts’ or ‘Just Desserts’?