How do I stop Calendar events from moving to random dates?

Try going to Settings > General > Date & Time and make sure "Set Automatically" is turned on—if the time zone is off, it can cause calendar events to shift unexpectedly. Also, head to Settings > Apps > Calendar > Time Zone Override and either turn it on with the correct time zone set, or turn it off so events follow your current location.