I have tried installing via the .iso file from a virtual drive from windows site, did all windows updates and also tried installing from the windows site but everytime it gets to 70+%, it says windows 10 installation has failed.
Any help will be greatly appreciated with tips.

Not sure why but can the computer run win 10?
If you use google you can find sites that can tell if your computer can run win 10.