The music video that accompanied the song was directed by Godley & Creme. It features a many-armed Harrison busking in front of a brick wall, as numerous people on the street pass him by, including many British musicians with whom Harrison had previously collaborated. Most prominent amongst these are Ringo Starr, who appears first as Harrison's roadie and then as a drummer, and Jeff Lynne, both of whom also played on the track. Elton John makes an appearance, putting a coin in Harrison's cup, as does percussionist Ray Cooper, and Neil Aspinall, the Beatles' former road manager, assistant, and later head of Apple Corps, holding a copy of John Lennon's 1971 "Imagine" album. Paul McCartney was for a long time rumoured to have appeared in the walrus suit, playing the bass, after Harrison stated in a televised interview that it was indeed McCartney in the video, "but he was camera shy that day and he kept his walrus mask on." The bassist in the video is playing left handed, thus implying that it is at least intended as a reference to McCartney; however, in a 1995 interview, McCartney said, "George wanted me to be in it but I wasn't available. So I suggested that he put someone else in the walrus and tell everyone that it was me." Other appearances feature Paul Simon (pushing a cart), although on the Nothing is Real podcast (2020) director Kevin Godley said he had no recollection of Simon being involved.