The album cover for "Been Caught Stealing" features a red and white color scheme with text in white and yellow. The top left corner reads "SIDE ONE: BEEN CATCHED 12' REMIX VERSION," while the top right corner states "SIDE ONE: BEEN CATCHED 12' (ALBUM VERSION)." The bottom left corner lists "BEEN CATCHED 12' (ALBUM VERSION)," and the bottom right corner includes "L.A. MEDLEY" and "PREVIOUSLY UNRELEASED" with "L.A. WOMAN 2" and "Nausea 3." The bottom right corner features a small image of a woman and a devil.