Filming for Men in Black took place from August 28 to September 1, 1934. It holds the distinction of being the Stooge short released the fastest after its filming concluded at just 27 days. The opening title music, "I Thought I Wanted You," composed Archie Gottler and Edward Eliscu, is unique to this and previous film, Punch Drunks.
