The music video for "White Unicorn" is made up of footage from Wolfmother's performances at Big Day Out and Homebake festivals in 2005, edited by Kris Moyes. According to Steven Gottlieb of VideoStatic, "Most of the camera angles emanate from behind the band to convey just how big these guys are down under, while various color effects give the clip a slight psychedelic feel". Speaking about the lack of a director credit on the video, Moyes claims that "Since I was asked to do this as a favour I decided not to have a producer/director credit". Shortly after the original video's release, a "defaced version" featuring various overlaid sketches was released. The defacing was originally credited to "Bandito Bruce", a 16-year-old Wolfmother fan "with no connection to the band or label". However, Moyes later revealed that he himself had produced the version, noting that he was inspired by the work "L.H.O.O.Q.", a defaced reproduction of the "Mona Lisa" by artist Marcel Duchamp.