This is an older machine that just has BIOS. No UEFI or CSM. I'll have to keep that link handy for reference. There seem to be others with this same issue.
One solution suggested on that page has to do with the integrity of the image. As my installs continued to fail that was the first thing I was wondering about. I was kicking myself for not burning more DVDs to have more options.