"A music video for the song was created in 1986 to promote the motion picture adaptation of the album.Before the success of "Blue Eyes Crying in the Rain," Nelson had enjoyed widespread success primarily as a songwriter, with such songs as "Crazy" (Patsy Cline) and "Hello Walls" (Faron Young).