When the fight beings, run up and talk to the Wizard. While in the dialogue, your companions will continue to attack the Lich, and do damage to him, but you nor your companions will take damage. Stay in the dialogue until you hear all battle end.
Otherwise... idk? What class are you playing? I was a Wizard so was well buffed and the battle wasn't too tough.