>Signal and other encrypted messaging apps offer limited protections. If police have access to an unlocked phone, they can still read any messages on it that haven’t been deleted.
In general, forward secrecy can't work if you insist on keeping the messages. If you truly want the messages to be gone for others you have to have to make them gone for you as well.