Album incomplete?!

I bought Band of Skulls 'Baby Darling Doll Face Honey' album because I love the songs Death by Diamonds and Pearls, Light of the Morning and Hollywood Bowl. Hollywood Bowl was not on the album. I was wondering why I can't even find it on Itunes? I LOVE that song and was so happy to pay for the whole album but it does not even exist on Itunes.....