I had the same issue and ultimately fount the solution. I forced myself to use Office 2013 and avoided being exposed to earlier versions with much better contrast, in particular Office 2003.

In a few weeks of immersive experience, you will see that your body will start accepting Office 2013 and you will not notice the lack of contrast anymore.