Some Bios's do allow you to boot from USB mass storage.
Your problem could be related to your power supply as there is a finite amount that USB devices can take from the
PSU. Have you tried disconnecting all of your other USB devices and just plugging in the drive?
Also, try using a USB port that you know currently works with another USB device.