Unable to boot from USB thumb drive on Supermicro motherboard (X10DRC-T4+)

There's a weird bug in Supermicro motherboards, where you cannot boot from (a known good bootable) USB thumb drive.  To get around this, make sure that the Video EPROM setting is set to Legacy (not UEFI)