The Stooges, employed as traveling salesmen, join the Woman Haters Club, swearing to never get romantically involved with any women. That doesn't last very long. Jim finds an attractive woman, Mary, falls in love, and has proposed marriage. Women Haters Tom and Jack talk him out of it. However, during the party, Mary's intimidating father threatens Jim to marry his daughter by telling him a story about his other daughter having a fiance who tried to abandon her on their wedding day. He and his brothers had roughed him up for it but also forced him to go through with the ceremony. Jim is convinced to go through the ceremony, much to the man's dismay. Later, on a train ride, the confrontation escalates between the Stooges and Mary. Mary uses her feminine charm to woo both Jack and Tom in an attempt to make Jim jealous. She sings a theme with each of the Stooges in turn, as she flirts with them. Each is attracted to her charms as she proves the oath they swore as Women Haters was fraudulent. Finally, Mary tells Tom and Jack the truth, that she and Jim are married, and pushes her way into bed with the trio, knocking Tom and Jack out the train window in the process. The film closes as the Stooges, now older, finally reunite at the now almost empty Woman Haters clubhouse when Jim enters and declares he wants to rejoin.
Woman Haters was filmed over four days on March 27–30, 1934. It was the sixth entry in Columbia's "Musical Novelty" series, with all dialogue delivered in rhyme. Jazz Age-style music plays throughout the entire short, with the rhymes spoken in rhythm with the music. Being the sixth in a “Musical Novelties” short subject series, the movie appropriated its musical score from the first five films. The song “My Life, My Love, My All,” featured in this short, was originally “At Last!” from Umpa, a previous "Musical Novelty" entry. Other music cues used in other Columbia "Musical Novelty" shorts like School for Romance and Susie's Affairs.
Curly Howard was billed under his pre-Stooge name "Jerry Howard" in this short.
The Stooges had different names in this short: Curly is "Jackie", Moe is "Tom" and Larry is "Jim". This also marked one of the few Stooge shorts that features Larry as the lead character. Others include Three Loan Wolves and He Cooked His Goose.
Bud Jamison's character delivers the first "eye pokes" to the Stooges, as part of the initiation into the Woman Haters Club. He pokes Larry in the eyes first, followed by Curly. Finally, he delivers an eye poke to Moe, who mistakenly blames Curly and promptly slaps him, igniting the first real Stooge brawl of the short films.
This short includes a young Walter Brennan playing the train conductor being initiated into the Woman Haters Club by Moe and Curly.)
In contrast to later Stooge films, Larry and Curly are more willful and defiant to Moe, even giving him some slapstick vengeance of their own, rather than being mere subordinates.
Curly delivers his first "woob-woob-woob-woob!" and "Nyuk, nyuk, nyuk" in this short, although the latter is not quite delivered in the eventual "classic" style.
Curly spends most of this short wearing pants that are split in the back.