The title is based on the 1935 pop song "The Lady in Red" with lyrics by Mort Dixon and music by Allie Wrubel that started on movie soundtracks, but was used extensively in cartoon soundtracks.
The Mr. Graham character is played by the director of the episode, Robert Moore.