Chris Penn starred in several films, including Resevoir Dogs, Best of the Best, True Romance, Mulholland Falls and Starsky & Hutch.
The authorities have not yet revealed the cause of death, but there was no evidence of foul play.
A statement was released by the family, "The Penn family would appreciate the media’s respect of their privacy during this difficult time."