I could not delete any print jobs although I was signed in as an admin. Luckily I found an article from Microsoft which describes in which directory the spooler stores the print jobs. Per default the print jobs are stored in
Now I just had to
net stop spooler
Go to the default directory and delete all files, then
net start spooler
Voila, the queue is empty.