The incident happened shortly after 2 pm.
Cash was apparently found behind the nearby Steinmart, next to a bicycle. Police spokeswoman Betsy Shores said the investigation was still under way and the suspect had not been apprehended as of 4:30 pm.
Residents in the Blue Stone Harbor neighborhood off nearby Knox Road were emailing neighbors and telling them to lock their doors.