The Earth Lords
by Gordon R. Dickson
In a hidden labyrinth beneath the Canadian wilderness, dwarfish lords and ladies ride humans like horses and plot the downfall of mankind. But Bart Dybig, a "steed" gifted with unusual abilities, vows to surprise his captors and escape to the world above and thwart his enemies' plans.