Actor Mickey Rourke has walked off of his latest movie because the producers refused to let his pet Chihuahua appear in a scene, reports the New York Post. The outburst took place on the first day of shooting the mobster flick "Luck of the Draw." He has been replaced with "Reservoir Dogs" actor Michael Madsen, says the Post.