Sorry I referred to them as USB when it's actually wireless mice & keyboards which affect startup, as said mainly Logitech but other brands also do this.
Remove the wireless/USB dongle for the mouse/keyboard & allow it to continue to boot, if it doesn't turn off the pc & startup.