故居 almost always refers to the preserved former home of a notable figure — writer, revolutionary, scholar — turned into a small museum. Famous examples:
鲁迅故居 (Lu Xun's house in Shanghai),
宋庆龄故居 (Song Qingling's residence in Beijing). The
故 here means 'former / past', not 'reason'.