Their second studio album "Death by Sexy" was released on April 11, 2006 in the United States and on July 3, 2006 in Europe through Downtown Records and Columbia Records. In the fall of 2006, they shared an opening support slot with Guns N' Roses, but it only lasted one show. Axl Rose of Guns N' Roses called the band "Pigeons of Shit Metal" from the stage that night and Eagles of Death Metal used the phrase on a T-shirt. 