They call it " Blue Ridge" because of the bluish color that is seen from a distance. It is caused from the isoprene in the trees that is released into the air.
The Blue Ridge Mountains run from Georgia to Virginia and West Virginia. Some people consider the northern parts to extend into Pennsylvania and Maryland.