I Can't Believe That You're In Love With Me is a 1926 popular song composed by Jimmy McHugh, with lyrics by Clarence Gaskill. More than 20 recordings were made of "I Can't Believe That You're In Love With Me" in the sixteen years following its publication. Early recordings included Louis Armstrong (1930), Nat Gonella (1932), Earl Hines (1932), Teddy Wilson (1938), and Ella Fitzgerald (1941).