Combine 2 quarts of water with Old Bay seasoning and bring to a boil. Turn off heat and add shrimp. Allow to cook for about 2 - 3 minutes or until the shrimp turn pink. Drain and cool to room temperature. Peel, leaving tail in tact. Remove vein along curve of shrimp.