Not unless it is part of a proper name. The expression "Washington state" is used to indicate the state instead of the city (Washington DC). It would be capitalized if "Washington State" meant "Washington State University."
Seattle, is the largest city in the State of Washington. The name of the state is Washington , not Seattle WAshington. The Capitol of Washington State is the city of Olympia, which is due south of the city of Seattle.