Without much hesitation I would say that it is Final fantasy x, but I know that for many this will be a very difficult question, since too many good games came out for that console or rather, in that generation, some like GTA san andreas, Kingdom hearts, metal gear solid 2, tekken 5, resident evil 4, god of wars and many more.
