This is incorrect. He will depsawn, but it takes a minute or two. You can FD when low health, pop a Celestial healing potion and be near full health before he despawns.
The fight can take a while doing this, just be sure not to wait more than a minute or so or else he will despawn. Use those healing potions and Mend as much as possible!