Oh Father was filmed at Culver Studios in Culver City, California, and shot entirely in black-and-white, the video is said to have taken stylistic inspiration from the Orson Welles film Citizen Kane.

The music video has been honoured by Rolling Stone as one of the "The 100 Top Music Videos", placed at number sixty-six.