Applying the same logic, Saddam Hussein did not really exist because he has not turned up.
It is a big damn country with lots of places to bury small grenades. Even when we find crates of them, we won't be able to tell whether they are conventional grenades or WMD until they are tested. That means testing every one in every crate, since they probably spread them out among crates of conventional grendades.