In this case there is no way to move beyond the boot-to-media stage where the system demands to press any key to continue with the Windows installation. If the former Operating System(OS) is there, it will boot to it and loads the keyboard as the console lights up immediately, after the Windows logo screen.
If you're experiencing this problem when trying to do a new Windows setup this step-by-step instruction will be helpful in resolving it immediately.
STEP 1: Press CTRL+ALT+DEL keys simultaneously to forcefully restart the system.
STEP 2: Press F2 or other keys design for your system to enter the BIOS.
STEP 3: Go to 'Advanced' and set 'Legacy USB Support' to 'Enabled'.
STEP 4: Press F10 to save and exit the BIOS.