Hidden World by Stanton Arthur Coblentz

"Underlying the Basin and Range province of North America, giant caverns, some many miles in diameter, form a network that is occupied by people who have evolved the adaptations (such as pale skin) for living underground. Completely isolated from the upper world, the people have created a civilization that is technologically more advanced than that of 1935 America."--Wikipedia.