Arctic Monkeys -
Whatever People Say I Am, That's What I'm Not (2006)
For me at least, these guys are one of those special groups that have a completely distinct sound (though not all of these are necessarily great bands). You just can't hear an Arctic Monkeys song and mistake them for one of their peers.
When the first song on your album is 'The View From The Afternoon', you're doing something right.