The tithe map of 1848 shows a group of houses immediately south of the church. On the apportionment one of the names is a John Rhodes who occupies 32 acres, including "Rectory House, garden and Homestead" which is one of the houses mentioned.
Sorry, I can’t post an image due to copyright.
But note that the Rectory is labelled on the map that I linked to.