Yes, sometimes you will need to verify your identity if the IRS wants to make sure that your return is legitimate or if identity theft is suspected. Sometimes the IRS sends you a letter called a 5071C Letter that will need to be responded to by verifying your information via an automated line.
This link below explains more about the process:
https://ttlc.intuit.com/replies/5444476