I think the book just called it a cellar. We Middle-Earth types are more likely to call the hole under the house a basement; I’m sure that there’s a distinction.
“Aunt Em dropped her work and came to the door. One glance told her of the danger close at hand. “Quick Dorothy!” she screamed. “Run for the cellar!”
L. Frank Baum