Police released surveillance video Tuesday that showed a masked man breaking in the door at the Citizens Bank on Stenton Avenue.
The man was also seen carrying a black bookbag that was labeled "ENON Tabernacle Baptist Church."
Investigators say the suspect took several blank checks while inside.
He is also suspected of burglarizing the same bank back on August 5.
If you recognize him, you are asked to call police.