I'm actually thinking it was originally a school for magic. At the time that it was founded, arcane study was considered to be so erratic and dangerous that schools were often put in out of the way places. Over time, as advances were made that stigma fell away, so the school is actually older than most of the town. 

I'm thinking of calling it Sanctuary, or something with a similar connotation.