If they applied for assylum after they arrived illegally; or after they entered the country on a tourist, student, or work visa; the should be eligible for deportation.
If you are seeking assylum, you should enter the US on an assylum visa after your application has been vetted and approved.
If immigrants come for the tourism, work, or education, and decide to stay for the assylum, they should be made to leave the US.