Desktop print settings don't stick unfortunately. They just get passed as print options for the current job.
Have you tried setting the default print options via CUPS web interface?
http://localhost:631/printers
Select the printer > Administration > Set Default Options
You may also need to restart CUPS after the changes are made.
If you are ok with CLI commands then the same can be done using 'lpoptions'. For more info