Prince Leopold was one of the main promoters of the creation of the Hermann monument in the Teutoburg Forest which was opened by the German Emperor William I in the summer of 1875. A few months after the unveiling of the monument Leopold died in Detmold. As Leopold was childless, his brother Woldemar succeeded him as Prince of Lippe.