Enquiries are under way, following the incident during an operation at an address in Birmingham.
A warrant was executed as part of an intelligence-led operation in Wheeleys Lane in Lee Bank just before 5am on 15 March.
The area is currently cordoned off, and the officers' body worn video has been downloaded.
The matter has been referred to the Independent Office for Police Conduct (IOPC), West Midlands Police reported.