Yes. It is possible. We tend to love those who love us. If two people are even 20% compatible and one of them loves other deeply, most possible they will end up in loving each other.

Possible exception are

  • Needy person.
  • Too clingy,stalker or aloof.
  • Too shy or complex.

via Is it possible that a girl has feelings for a guy just because he has for her?