Unauthorized access - Can't browse ASP.NET application with IIS 8.5 on Windows 8.1

I've setup security for ASP.NET site as usual - IIS_IUSRS on folder etc.

I could get ASPX but CSS and images no - unathorized.

Make sure to give your  "Users (MACHINE\Users)" group rights on web application folder.