In all of the builds to date it is called "Default Windows desktop 64-bit.exe" for Windows.
By any chance did you extract the .zip file to the existing downloads folder? If so Windows 10 will strip out the .exe files for security reasons. You have to move it to a different folder on your computer. Your Desktop is handy for this, but any other folder will do just as well.