Elder Scrolls IV: Oblivion.
I don't really follow gaming news so when I saw my roommate playing it about a year and a half ago I just thought it was another bargain bin special. He lent it to me and told me to just give it a try, and within ten minutes I was hooked. Ended up logging over a hundred hours in that game and now I'm counting the days until Skyrim is released.