He fell for her, but she fell for another guy.  Mark and Chaeyoung are tied up by marriage, without love at young age.  Mark starts to develope affection towards Chaeyoung. He keeps it to himself but it's obvious to his friends. Even if the whole world know his feelings, she is the only one who couldn't figure it out.