Make sure you actually burned the ISO image onto the CD and not the ISO file itself -- the two will yield completely different results. You'll know you did it right when you see a bunch of files and directories on the CD, and not a single file.
If this isn't the problem, go into your BIOS and configure the boot order. Make sure CD/DVD is first, then USB, then Network, and finally HDD.