Yep, and the Republicans did it 3 more times before that. And then there's Jackson/Van Buren three terms Dem which immediately follows the first big run of Thomas Jefferson and co running 7 terms as the Democratic-Republican party.
So really, it's just uncommon in the last sixty-odd years.