You can recover deleted Instagram messages by using the “Download Your Information” feature in the app’s Privacy settings, which sends a data file to your email containing chat history. If messages were unsent, they cannot be restored. Third-party recovery tools are unreliable, so Instagram’s official data download is the safest method.