When his film career ended, Leisen directed episodes of The Twilight Zone, Thriller, Shirley Temple's Storybook and The Girl from U.N.C.L.E..
He engaged in a sustained feud with DeMille’s key costume designer, Mitchell Leisen, which resulted in Leisen being fired by DeMille in 1923.
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New York Town, based on the story, "Night Time" by Jo Swerling, was originally to have been directed by Mitchell Leisen, but when he was assigned to do I Wanted Wings, Charles Vidor was borrowed from Columbia.