Why the quotes around the first two words in the title? Quotes imply that there is doubt about their status.
They are aliens, and they are here illegally.
They are not undocumented if they are at the trough looking for money, and they are not immigrants because to be an immigrant, you must have legal status as such.
Just go with it, even the grammar police are now considered non essential.......