You can adjust this option by heading into your Venmo app, choosing Settings (the gear icon), then Privacy, then navigating ...
Results that may be inaccessible to you are currently showing.
Hide inaccessible resultsResults that may be inaccessible to you are currently showing.
Hide inaccessible results