@haydar70 How much RAM did you have on that box? When you install from usb everything goes into RAM. If that is an issue you might have to mount and use the disk instead.
@grmpyoldman@haydar70 Yes, that should be enough.. How did you put it on the usb? Tools like Unetbootin is unreliable and should not be used. Also.. did you check the image checksum?
@haydar70 But should it not just error-out then? Freeze (or timeout issues) sounds like an odd problem. Also... did you get the same issue in VM? Anyway.. you have already thought of the simple solutions and digging deeper might not be worth it.
@haydar70 I am no expert but it doesn't feel like an issue with UEFI. Rather it looks like an issue with the graphics module or something. Maybe there are some boot options to play with.. but now it is just guesswork. I have no idea what can have happen.