The Central Bureau of Investigation (CBI) has arrested the Joint Chief Controller of Explosives, Petroleum & Explosive Safety Organisation (PESO), West Circle Office, Navi Mumbai, and a private person in a bribery case, said a press release from CBI on Saturday.