What kind of job was it? Jobs that require a lot of customer interaction, being good looking helps. Physical demanding jobs, they might judge you as being "too pretty". I have a speech impediment due to my Autism, I don't know if I've been rejected for that, but it wouldn't surprise if some employers have judged me for that. I wouldn't consider myself as good looking though.