The song's lyrics were penned by Jo Yoon-kyung while its music was composed by Matthew Tishler, Felicia Barton and Aaron Benward.
The song is the title track of the Deluxe edition of Taeyeon's first studio album, My Voice, which was released on the same day.
On April 5, 2017, SM Entertainment released the deluxe edition of Taeyeon's first album My Voice, along with a music video for the title song "Make Me Love You".
[2] The song was included on the setlist of Taeyeon's first Asia tours concert "Persona", taking place in Seoul (South Korea), Taipei (Taiwan), Bangkok (Thailand) and Hong Kong in May and June 2017.
[3] Taeyeon also performed "Make Me Love You" live in front of over 30,000 audiences at Busan Asiad Main Stadium during 2017 Asia Song Festival on September 24, 2017.