Is this a laptop?
If yes then this might be because of the bios by default only supports UEFI boot.
But you can change the settings.
1>In Security>> Select [Secure Boot menu]>> Disable Secure boot option
2>In Boot>> Change Launch CMS to Enable
Save the above settings and then again try booting form usb.
Here are couple of links for video and screenshots