Well it's often slightly more ideological than that. Old school conservatives believed on principle that government should not be in this sort of business no matter how tempting it was. They had good, justified reasons for those beliefs, not just some vague evilness (not that one is forced to agree just because they have real justification).
Maybe it's always been the case, but it sure seems like it's just momentum and reflex at this point.