The department has jurisdiction to revoke or suspend permits authorizing the sale of beer or wine. The department may, on its own initiative or on complaint signed and sworn to by two or more freeholders resident for the preceding six months in the community in which the licensed premises are located or by a local peace officer, all of whom are charged with the duty of reporting immediately to the department a violation of the provisions of Section 61-4-580, revoke or suspend the permit pursuant to the South Carolina Revenue Procedures Act. The decision of the administrative law judge division shall not be automatically superseded or stayed by the filing of a petition for judicial review.