China doesn't control the supply of rare minerals but rather production. Rare minerals are not really rare, but the processing them is a "dirty" business and does lot of damage to environment.

China has managed to monopolise the production (cheap prices) and advance the refinement process, so other domestic projects to extract rare earth minerals were not really profitable. To start it again would take some time.