Hello there seongwuk,
I would recommend this article to help troubleshoot what is going on with the iCloud calendar in the Calendars application. Named iCloud: Advanced Calendar and iCal troubleshooting it can be found here http://support.apple.com/kb/TS4337.
It is pretty long, but it is also thorough.
All the very best,