If the parents are here illegally, they should be deported. It’s the law. And of course the children should be with their parents.
Having said that, Congress should examine a few options. They could consider the length of time these immigrants have been in the USA and look to see if they have contributed to society. There are options but Congress is either too lazy or too dumb to work harder on immigration laws.