Yes, I think you can have a genuine, caring relationship. But it is different from other relationships. In my experience it's a unique (strange?) thing unlike any other relationship.
And it's always the therapists responsibility to keep the relationship entirely safe, therapeutic and serving the needs of the client only. Otherwise it can go very, very wrong--with the client bearing the full brunt and weight of the disaster.