The clip for "A Place With No Name" was directed by Samuel Bayer and features unseen footage and outtakes from the late singer's 1992 video for "In The Closet" in addition to new scenes of a couple dancing in the desert. The track was written by Jackson's collaborator Dr. Freeze.
"A Place With No Name" follows Xscape's first single, "Love Never Felt So Good," which was released on May 2. The album, Jackson's eleventh, was launched weeks later on May 13 and features eight songs.