Who in the government controls the police?

The government.

Additional: The 'police" (incl. all law enforcement) are part of the Executive Branch of Government. They are under the nominal administrative guidance of a Chief of Police - Sheriff - Superintendent of Police - whatever - who receive their Administrative guidance from the elected Executive - Mayor - County Commissioner - Sheriff - etc, who are subject to the leadership of the elected members of the Legislative Branch.