I think the dungeon whites out and earns you a skill point once you run it the first time in any difficulty. To tell the difference, I think you could check your achievements for completing it.
You need to beat the final boss in the dungeon (each dungeon if there's I and II). It can be on normal, and you only have defeat the final boss (you don't even have to do the rest)