A couple of tips:
My problem was a combination of previously stated: I have set the compiler version to 15 instead of 14 and when corrected, I had to delete the cache.
I also started the Visual Studio command prompt as an administrator and from there I ran the cmake-gui.exe
Then everything worked as it was supposed to.