They jumped over the counter, threatened employees, and escaped with an undisclosed amount of cash.
Investigators believe the same men may be responsible for several other holdups in Thousand Oaks and Ventura.
They were dubbed the "20 Questions Bandits" because they ask the tellers questions.
Anyone with any information should call Crime Stoppers at 1-805-385-8255.