Hello VishnuKashyap1,
Try this method
1.Boot your computer from Windows installation disc and press any key when prompted.
2.If your computer still boots into Safe Mode, you need to enter into BIOS and change the boot sequence to CD/DVD first.
3.When you see Windows Setup, press the Shift + F10 keys to open a Command Prompt
4.Type the following command and press Enter to turn off Safe Mode:
bcdedit /deletevalue {default} safeboot
5.When it’s done, close the Command Prompt and exit Windows Setup.
6.Reboot without installation disc, and your computer should boot in normal mode by default. This method works with Windows 10, 8.1, 8, 7 and Vista.
Hope this helps.
and do let me know if it solved your problem.
Regards,
Rakshan