If at least one of the parents is not a citizen then their children should not be.
Important distinction. But I would grant citizenship to those who have at least one citizen parent. Of course, if they're not married I would deport the alien and make them go through what every other family must to get their spouse to this country. With an extra penalty of course.
We already give citizenship to children of citizens, even if it's only one parent that is a citizen.