Deleting that partition should not affect anything for booting from USB. Not very sure what is happening from the post though, so you started a Windows setup, you went to the disk you were installing to, deleted the partition on that correct? So what happened when you continued the setup? Why are you rebooting to USB again? Did you test this USB boot on another computer?