Source: http://www.excite.com/education/blog/10-us-presidents-with-the-highest-recognized-degrees
This is because Washington was in the field in New York at the time, and Madison and Hamilton weren’t members of Congress until after the revolution.
Source: http://declaration.fas.harvard.edu/faq/founding-fathers-not-signers