故土 is more literary and emotional than
家乡 (hometown) or
故乡. The
故 here means 'old, former' — same character as in
故乡,
故人 (old friend, often deceased),
故事 (a story, lit. 'former matters'). Reach for
故土 when you want a slightly elegiac, attached-to-the-earth feel.