'You should not cut back peonies after they bloom, since the leaves do a lot of work over the growing season gathering energy for the plant. However, you should deadhead peonies after they bloom,' says Pangborn. Always use clean, sharp pruners to remove spent flower blooms, to avoid the risk of disease transference.