Sue Hurley answered question 10/16/2007 Should I Cut Back My Peonies In The Fall? If your plants are herbacious (they go to ground in winter), remove all deadened surface growth. Tree peonies should not be pruned, but any sick or dead parts can be trimmed back in Spring