The 19-year-old singer said there is nothing romantic about their relationship, reported Contactmusic.
Asked if he is dating Jenner, Styles said, "We went out for dinner, but no, I guess. I don't know."
Styles was linked to a string of high-profile women, including Cara Delevingne and Taylor Swift in the past.