If you want to make sure your events are Member only privileges. If these are truly member only events and only members can register for the event, then please make sure events have these listed settings configured. This will ensure that only members see it, if they're not logged in, they’ll be prompted to login.

Then at the bottom set permission to members only and all

And that will do it, truely member only events.