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."
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