Within the Users tab for the Event you wish to amend, tick the box next to the User(s) name to select them individually.
Alternatively, to select all Users, tick the box at the top of the list of names.
Choose Not Attended from the Actions drop-down menu.
Click on Confirm.
The User(s) will now show as Not Attended in the list.