The GOP is the party of deficits. The Democrats are the party of fiscal responsibility. That's been the case since the 1950s.
That's because the Democrats haven't been able to elect a programmatic Democrat...until Obama. For the past 40 years, the US has elected Republicans and anti-Republicans, not Democrats*.
(* - Clinton is a bit of a special case - he was a true Democrat in 1992 but 1994 pushed him to the center and made him a relatively non-partisan centrist. He should thank Gingrich for his legacy.)
Raising taxes helped. Of course, that led to the horrible economic stagnation that was the 1990's.