Desynth is not tied to crafter level outside of needing a lv 30 crafter to unlock it.

Desynth experience is determined by the difference between your desynth level and a difficulty value tied to the item (ilvl usually for battle gear.) As your desynth level increases, the exp gains you get for that ilvl decreases.