You can try to find some Fungicide from home depot or any nursery near your home, or Amazon for rose or other shrubs. That should work for peony.
I would also recommend you to keep a clean space for your peony, keep your peony at least 1ft away from other plants and remove the dead leaves from last year, airflow is the best way to prevent disease.
