Earlier in the week, three police officers and one civilian employee of the department were indicted along with 11 other law enforcement officers. They are accused of providing armed security for drug transactions.
Harvey Mayor Eric Kellogg said everyone was cooperating with the investigation.
The FBI would not comment on Friday's search.
