- Get an answer for 'Why did the Federalists fall from power in late ... quite a few policies of theirs that contributed to them losing power. ... Thomas Jefferson's Republican Partyeventually evolved, in one form ... The Federalists eventually lost power as the Republicans became more popular with the "average ...