Are you certain this DVD is bootable? If it is, have you tried another one? If that one works it would suggest there's something wrong with the original DVD. If it doesn't there's something not right with the boot sequence.
Have you tried resetting the BIOS to it's default settings?
Have you checked the DVD drive leads (SATA and power) are connected?