I’ve seen some that are basically build as two concrete block or brick walls, and the center are was filled with rubble stone and dirt.

This is similar to an “earth house” and is very comfortable where the average (or basement) temperature is comfortable. The walls make an insane amount of thermal mass and the temperature inside changes very slowly.