"Rock Me" is a mid-tempo pop rock song. Both "Billboard" and BBC Music said that the song went away from One Direction's signature bubblegum pop sound. One Direction's voice ranges from F to C. Instruments like guitar strings, and piano lines also play in the song. The song is in the key of Ab major. The time signature is common time and the tempo is a moderate 84 beats per minute. 