Caterpillars, tobacco budworms, and cutworms may form holes in Petunias, feeding on the leaves and flowers. These pests are prolific when there are no beneficial bugs like ground beetles or wolf spiders to feed on them. You can remove them by hand-picking them off the plant or using a Bt (Bacillus thuringiensis) spray.