At the Earths Core (Sci-fi Fantasy) by Edgar Rice Burroughs

When the inventor Perry fires up his burrowing prospector, it runs out of 
control, plunging him with his young protege into the centre of the earth. 
There, instead of being destroyed by the molten lava they expect to find, 
they discover an inner world of bizarre savagery and unearthly beauty.