Microsoft .NET Framework 4 Client Profile for Windows 7 x64-based Systems (KB982670) was failing continuously.
The solution was to stop/ disable the antivirus program in my case Nortron and then, trying the Windows Update again, and it worked this time around.
Hope this helps someone!