According to the Darlington County Sheriff's Office, a Hartsville man accused of stockpiling weapons in his home and who was the focus of a statewide manhunt is in custody.

Police say around noon on Saturday, Leslie Crowley Jr., 39, of Hartsville turned himself in to deputies and the US Marshal Fugitive Task Force in Darlington County.

Crowley was taken to the Darlington County Detention Center where he will await a bond hearing before being transported to Florence County.

Police say he was arrested without incident.

Crowley was wanted out of Florence County after deputies say he led them on a chase Wednesday afternoon.

Thursday, police went into Crowley's home and found an arsenal of weapons and materials associated with items to make bombs.

Crowley was spotted in his car in the parking lot of the Haven Apartment Complex with a handgun and AR-15 rifle, according to Captain Michael Nunn with the Florence County Sheriff's Office.

Nunn says when deputies approached Crowley's car, he refused to get out and then led them on a chase.

They ended the chase when it reached dangerous speeds approaching traffic.

Deputies evacuated Crowleys neighbors out of their home as a safety precaution until they determined there were no bombs or explosive devices in Crowley's house.

"The cops were breaking down my neighbor's door, and they said that, they come out, and they had guns pointed at the house," said Daisy Moore, Crowley's neighbor.

Moore says she doesn't know much about Crowley, but remembered a conversation they had a while ago.

"Les really only talked about college. He said that he dropped out, and he went back for a four-year degree, and then he went to the military. The last time he ever told me anything about what he done, he said in his life was that he worked for the government."

Others say he works as an electrical technician at a company in McBee.

Moore says Crowley appeared to be a good guy.