Yes, the Earth is indeed hollow. Everyone that mines just escape to another dimension; This one includes stone, diamonds, and gold. The following is a quote explaining it:
The Earth is the hollowest Pokemon game, centering around Ashten Ikulumi fighting for the last three games: Stone, Diamond, Gold, Platinum, Vanadium and Astatine.