Growing peonies from the seed is done by collecting the blooms as soon as they turn to seed, placing them in moist soil in a plastic bag and keeping them in the refrigerator for the winter. Recreate nature when collecting and growing seeds with helpful tips from a sustainable gardener in this free video on growing flowers.