After leaving office, Rohrabacher participated in "Stop the Steal" rallies in support of Donald Trump. On January 6, 2021, Rohrabacher was filmed breaching a United States Capitol Police barricade during the 2021 United States Capitol attack, although Rohrabacher was not charged with an offense.