There are a few reasons why this might be happening. It could be due to fungus or pests. Take a look at the leaves and stems to see if you can spot any. If you do, you can spray anti-pest and anti-fungal on the affected area. Another reason could be a lack of nutrients, which can also cause your peony leaves to turn brown.