It was not as easy as it seemed it should be, but here is a solution:
1) Open Outlook
2) Open Calendar
3) Select View -> Change View -> List
4) Right-click on column header and select Field Chooser:
5) Find filed "Created" and drag-and-drop it onto column header
6) You will see created time of every calendar item!