R.E.M. refers to Rapid Eye Movement during sleep. Rapid eye movement is one of five stages of slumber that people experience during the night. It takes up about 20% of the average person's sleep time. Babies usually spend 50% of their sleep time in REM and it may be responsible for brain cell development.