The song received mostly positive reviews from critics and was compared to the album's title track due to both songs revealing the positive and negative sides of love.
The New York Times complimented the song, as well as the album's title track, for recognizing "some nonstorybook sides of romance", and further praised "True Love" for being "bouncy" and upbeat [REF].