Check the Archived Chats folder
Check the Message Requests folder
Check the Spam folder
Search the conversation by name or keyword
Download your Facebook data from Settings
Check email notifications or message previews
Ask the other person to resend the messages
Restore from a device backup if available
Check linked devices where Messenger may still be logged in
Use third-party recovery tools only if you trust them and understand the risks