I am assuming we are talking herbaceous peony, not tree peony. You can transplant peony in the spring. Don't wait until after it blooms, do it now. Prepare the new planting hole - dig it deep with lots of compost. Water the peony really well a couple days before you dig it up. Try to get as much root as possible.
