False.
On an earlier HN economic story, someone provided data showing that this is entirely the responsibility of Republican administrations. Going back to Eisenhower, the Deficit has only increased under Republican Presidents and only decreased under Democratic ones (with one exception, Johnson was slightly positive in Deficit increase).