REM sleep is when you go into a deep sleep, but people with the disorder don't become paralyzed while they sleep and they kick and thrash and act out their dreams. They aren't aware they do it.
I finally had to have my own room. Once when he was thrashing all over the bed while asleep I woke him up to ask what he was doing and he said he had a dream that he was running,