How can I delete my printer from Ubuntu?

Solution 1:

I solved the problem by adding my user name to the "lpadmin" group. Since I somehow was not in that group I was not allowed to change anything related to the printer. Once I was in the group I was able to delete the printer. Now all I have to do is re-install the printer.