A group of four inmates in Mississippi broke out of jail to burglarize a bargain store and then broke back in and returned to their cells undetected, police say.

Levontaye Ellington, Travis Baker, Maurice Robertson and Jacquiez Williams all escaped from the Holmes-Humphreys County Correctional Facility in Lexington on Tuesday by jumping over a fence, Mississippi News Now reported.

The four men then walked less than a mile from the jail to a Dollar General chain store where they were caught on surveillance cameras grabbing goods inside, police say.

'They stole cigarettes, cigarette lighters, phones and just items they felt they could sell in jail,' Lexington Police Chief Robert Kirklin told Mississippi News Now.

Instead of going on the run after fleeing from the Dollar General store, the four men surprisingly snuck back into the jail and were undetected.  

'You're already in jail, but you want to break out and break back in?' the chief said. 'That is just something. I heard it all.'

The four jailbirds denied escaping and burglarizing the Dollar General Store to authorities, despite the fact they were caught on surveillance footage.