It happened on Thursday at a hardware store in Fresno.
Surveillance footage shows the man pushing the chainsaw down his pants then covering it with his jacket, before leaving the business.
The store owner says the man was last seen leaving in a pickup truck.
Police hope someone will recognize the man in the video and report him to authorities.