The story
The house was named to commemorate the Allied victory at the 1704 Battle of Blindheim (near Höchstädt an der Donau in Bavaria). Other places are named after the house, often with an association to the Duchy of Marlborough.
Etymology from Wiktionary, CC BY-SA 4.0.