Lost events on calendar - Tried Time Machine - would not alter calendar

I was editing some events on my calendar, moving certain events to a new calendar when I noticed that some of them had been deleted when I went back to view them. I tried Time Machine, however, it said that it could not alter calendar as operating system was utilizing it. How can I get these events back?