"Ghouls Gone Wild" is the ninth track on Welcome 2 My Nightmare. Cooper came up with the song's name while talking with Rob Zombie on the Gruesome Twosome Tour. As the preceding track "Disco Bloodbath Boogie Fever" did with disco, "Ghouls Gone Wild" changes again the musical tone of the album to that of surf rock. In the dream, Steven falls in love with one of the dancing zombies, whom he sings to in the following track, "Something to Remember Me By". Mark Volman of the Turtles performs backing vocals on the song.