Check your download, check the USB thumb drive. Try another and make a new boot drive. Press a key to invoke your computer's boot menu and select the proper drive. Disable secure boot.
With the information we have about your struggles I'm afraid the details are too vague to pinpoint anything specific other than a general user or hardware error.
