In the film adaptation, Bruce Willis stars as Hartigan, Jessica Alba as Nancy, Nick Stahl as the Yellow Bastard/Junior, Powers Boothe as Senator Roark and Michael Madsen as Hartigan's partner, Bob.
In the DVD commentary, Frank Miller indicated that he was initially motivated to write That Yellow Bastard after his disappointment with The Dead Pool, the fifth and final film in the Dirty Harry series.