It that was Esh / It that was Tul become immune when damaging them too fast

Sometimes when It that was Esh / It that was Tul swap their places during the fight, if they're damaged too fast they can get locked inside the phase transfer becoming fully immune to damage.

Leaving the encounter and going back in doesn't change anything.