Evergreen plants are known for holding onto their leaves throughout the year. Despite being an evergreen plant, there are some species of Eucalyptus that lose their foliage when faced with drier conditions. If you do not own a tropical Eucalyptus, the loss of leaves may be due to leaf scorch.