Stopping Criminal Trials for Guantanamo Terrorists Act of 2010 - Prohibits funds made available to the Department of Justice (DOJ) from being used to prosecute an individual who was detained at Naval Station, Guantanamo Bay, Cuba, on or after January 22, 2009, in a criminal court in the United States or in any U.S. territory or possession.