Permanent Emergency Agricultural Assistance Act - Amends the Federal Crop Insurance Act to direct the Secretary of Agriculture, as of the 2005 crop year, to make emergency financial assistance to farm producers in a county located in a disaster-designated area who incur qualifying crop losses for an insurable crop due to damaging weather or related condition.