Guttenberg is best known for his roles in the 1980s films "Cocoon," "Three Men and a Baby" and "Short Circuit."
He was voted off of the program Tuesday, a night after he danced the tango with his professional dance partner Anna Trebunskaya, People.com said.
"I've had such a good time here; it's made me a better person," Guttenberg said.
Australian pop star Kylie Minogue made a rare U.S. performance on the show Tuesday night and sang "Can't Get You Out of My Head."
NBC reportedly holds celebs hostage to Jimmy Fallon's show
Boston schools pull out free condoms over wrapping complaints