Central banks control the amount of money in circulation to keep prices stable. They limit the creation of money by controlling the printing of physical currency and the creation of bank deposits. The central bank's control over its own money allows it to restrict the public's money supply, which in turn helps control prices. This responsibility of central banks is crucial in maintaining a stable economy.