The FBI dubbed the man the "bad elf bandit."
The man was described as black, clean-shaven, 5-foot-6 to 5-foot-8 inches tall, and weighs about 165 pounds. He was last seen walking northbound on Moorpark Road from the bank.
Anyone with information about the robbery is urged to call Crime Stoppers at (800) 222-TIPS.