Adele Make You Feel My Love music video. Make You Feel My Love was written and recorded by Bob Dylan. In 2008, "Make You Feel My Love" was covered by Adele and it was released as the fifth single from her album 19. The video for Adele's version of "Make You Feel My Love" was released in late September 2008. The song's popularity grew after it was performed severa times in the seventh series of The X Factor. Follow Adele here on Muzu to watch more music videos!