What To Plant In May Plant Seed: Beans, beets, carrots, corn, cucumber, melons, okra, parsley, parsnip, peppers, pumpkins, radish, all squash, tomatoes. Annuals Cannas, lilies, tuberous begonias. Plant Seed - Greenhouse or Cold Frame Time for house cleaning.