Bad Deer Plant List. A Few Plants That Deer Do Not Favor. Deer can be annoying pests in the garden. One easy way to solve the problem is to use deer-resistant plants. Many trees, shrubs and perennials are undesirable to deer due to the plants’ strong flavor or hard-to-digest foliage.