If they entered the country illegally, they are illegal aliens.
If they originally entered the country on a student or tourist visa, they've committed immigration fraud. If they are seeking asylum, they did not plan on returning home when they obtained their visas.
When I travel abroad, the first question a foreign immigration service will ask is "When is your flight home?"