"Falling in Love with Love" is a show tune from the Rodgers and Hart musical The Boys from Syracuse, where it was introduced by Muriel Angelus.
The musical premiered on Broadway in 1938.
[1] The song is set to a waltz, but the lyrics "remind his [Hart's] listeners of the show's skeptical tone".
[2]