In 1899 Rauch accompanied the Empress and her two youngest sons on their journey through the High Tauern and Berchtesgaden Alps. After returning from Austria, Rauch died in August 1899 in the Imperial Castle Wilhelmshöhe near Kassel of pneumonia.