I have just finished my sixth and seventh full runs of The Binding of Isaac. After completing the sixth run, you do not unlock a new item but instead you just get the "Everything's Terrible!" achievement and the game informs you that it has just gotten harder:
However, on my seventh playthrough I did not notice anything unusually difficult. Just how does the game change to become more difficult?