I be known for years that illegals have been receiving large tax returns.
Another common scam is to find a well-to-professional (like a doctor or lawyer) with a complex return that they cannot file right away (waiting for 1099s, etc). They steal a 1099 from the mailbox and then use the SSN on it to file a fake 1040 and ask for a refund.