Combs, who during the campaign urged people to vote Bush out of the White House, decided to take the tour Monday. Combs was surprised to learn the president and the first lady would personally guide him, MTV.com said.
Combs reportedly told the Bushes "nice house" before leaving. The White House had no comment.
Combs is filming "Carlito's Way: The Beginning" in New York.