Thanks S1003.
After creating the bootable pen drive. Go through your BIOS, on Boot section. Make your USB drive the priority. Then save changes in BIOS by pressing F10 and restart your computer with the USB drive connected. When prompted to press any key just press Enter.
Windows installation will start and you will get screen prompts.