Not knowing about ISO files initially, I simply burned the *.ISO image to CD-ROM as a file. This, obviously, failed.
After reading some FAQs in more detail, I learned that the *.ISO file is a CD image, similar to one you would make for a music CD.
Once I did a "create CD from ISO image", everything worked just fine.
Of course, your hardware also has to support booting from CD-ROM
