Actor James Cagney was sailing his boat off of Catalina Island, California, and passed the area where the film's crew was shooting aboard the Bounty replica. Cagney called to director Frank Lloyd, an old friend, and said that he was on vacation and could use a couple of bucks, and asked if Lloyd had any work for him. Lloyd put him into a sailor's uniform, and Cagney spent the rest of the day as an extra playing a sailor aboard the Bounty. Cagney is clearly visible near the beginning of the movie.
This is the only film to receive three nomination for the Academy Award for Best Actor: Clark Gable, Charles Laughton, and Franchot Tone. Because of this, the Academy introduced a Best Supporting Actor Oscar shortly afterward to ensure this situation would not be repeated. They all lost to Victor McLaglen for The Informer (1935).
Clark Gable initially felt he was badly miscast as an English naval lieutenant in an historical epic. However, he later said he believed this was the best movie he had starred in.
Clark Gable was initially disappointed when Franchot Tone was cast as Byam. The two actors had been bitter rivals for the affections of Joan Crawford while filming Dancing Lady (1933), and they did not like each other at all. However, during filming Gable surprisingly became close friends with Tone when they discovered a mutual interest in alcohol and women, both of which were abundantly available in Avalon, the island of Catalina's famous pleasure town.
Wallace Beery turned down the role of Capt. Bligh because he didn't like Clark Gable and didn't want to be stuck on a long location shoot with him.