The way I see it it is like when a child is born. You don't start counting his life after he turns 1. You start counting it from the moment he is born.
I don't know if I'm explaining it well, but the baby exists before he turns one, so why would it be different for the decade?
So I think 2000 was the start of the new millennium, and 2010 is the start of the new decade