Successfully complete the indicated task to unlock the corresponding clothing at the "My Closet" menu in the Rock Shop:

Ultimate Goth Outfit: Successfully complete the Impossible Drum Challenge.
Ultimate Metal Outfit: Successfully complete the Impossible Vocal Challenge.
Ultimate Punk Outfit: Successfully complete the Impossible Bass Challenge.
Ultimate Rock Outfit: Successfully complete the Impossible Guitar Challenge.