The station calendar only contains closures where buses replace trains. If you travel on a specific train, subscribe to that train's calendar instead: find it in the list of trains or by clicking a train number at a closure. The RSS feed contains all closures at the station.
Closures appear in your calendar, and the calendar refreshes them itself (usually every few hours), so you also see new and changed closures.