I got to the bottom level years ago; the limit is lv. 16.
That's when you descend upon the Lord of Terror himself in a small room, but first you have to take out his generals and flip the levers to open his containment chamber.
And yeah, you get better items with increasing level depth; from Dungeon > Labyrinth > Caves > Hell