Sure it would (be immune), since Mind Blast has a save of Will, not Damage, and so it would be immune to all Mind Blasts (which, by definition, are resisted by Will, not Damage).
You'd be quite right, since the Immunity power specifically lists ways to be immune to Damage effects (the big 40...