I totally agree with displaying the old events - clicking back through a calendar and seeing it empty can suggest that there have been no events. It is so nice to see the calendar populated and might encourage users to join future events if they missed a past one.
However maybe an option to select if you want past events to be displayed or not would be the happy medium 