Constitutional Convention. In 1787, George Washington was persuaded to attend the Constitutional Convention and subsequently was unanimously elected its president. The Convention (also known as the Philadelphia Convention, the Federal Convention, or the Grand Convention at Philadelphia) met in Philadelphia, Pennsylvania from May 14 to September 17.