The majority of them DID have criminal records:

Those 538 arrests included 373 people with criminal records and 165 people without criminal records aside from immigration violations

cbsnews.com/…/hundreds-illegal-immigrant-criminal…

But either way, if they entered the country illegally, that’s a crime in and of itself and deportation seems appropriate.