I have done some several more checks:
1. I have checked that BIOS jumper is set to normal mode
2. I pushed the power button and hold it down until I heard three short beeps, I then received the Power Button Menu which enabled me to enter the visual BIOS, I saw that the fast boot is disabled. Once rebooting the NUC I still don't get any prompt and I cant get into the bios via F2