Orginally, Hackman turned the role of Royal Tenenbaums down, and Beatty was considered to play the role instead. However, Hackman later agreed to make the film.

Huston originally turned down the role of Etheline Tenenbaum until director Wes Anderson added some additional scenes with her character.