Buddhists didn't believe in such a thing to begin with.
Agharta is the subterranean part of Shambhala. Agharta is said to be a mysterious underground kingdom situated somewhere beneath Asia and linked to the other continents of the world by a gigantic network of tunnels. The article below should help with the full legend.