It happened at the Union Bank branch on Kings Canyon and Clovis on Monday and was captured on surveillance camera.
Pictures released by police show the suspect inside the bank.
The bank teller says the man approached her and passed a note demanding money.
The man then ran from the bank.
Anyone who recognizes the man in the photos is asked to contact Fresno Police.