`` I Want You '' is a song by Marvin Gaye . Madonna recorded a cover version of `` I Want You '' with British trip-hop group Massive Attack for her ballads compilation album Something to Remember and the Marvin Gaye tribute album Inner City Blues : The Music of Marvin Gaye in 1995 .