A whole lot of Republicans didn't much like Bush's so-called "compassionate" version of conservatism. Bush was into spending money on social programs and starting wars.
Listen to the Tea Party platform, it is fiscal conservatism: tax less, spend less, smaller government, period, full stop. Bush II was an aberration; I hear no GOP candidates defending him.