Because it was the first transfer of power from one political party to another. The Federalist party was the country's first and only party (at the time) so, when Democratic - Republicans took over the Executive Branch It was like a revolution because it was a complete change of government almost..
John Adams lost the presidency to Democratic -Republican Thomas Jefferson in 1800.