Just wanted to post on here so nobody else has to deal with this frustration.
In order to get a video card booting with this desktop, you have to do the following:
In the BIOS:
Disable Secure Boot
Move over to the Boot tab
Change the boot type to Legacy
Then Save and Exit and hook up your video card
With Legacy enabled, it will boot your video card bios and work just fine.