The image appears to show the rapper exposing his penis for the camera while also sporting a pair of sunglasses.
The naked photo was obtained by website Mediatakeout.com, although it has since been removed.
The publication of the image comes at the height of the promotional campaign for West’s new album ‘My Beautiful Dark Twisted Fantasy’.
The rapper’s fifth studio album is due to be released on November 22. He is also currently recording a joint hip-hop record with Jay-Z.