One of Garland's most successful films for MGM was Meet Me in St. Louis (1944), in which she introduced three standards: "The Trolley Song", "The Boy Next Door", and "Have Yourself a Merry Little Christmas".
At this time, Garland had a brief affair with film director Orson Welles, who was then married to Rita Hayworth.