Desertion?

All the leaves have fallen from the trees, they are completely bare. Unprotected from the cold.
Why do the leaves desert the trees when their warmth and protection in most needed?
Or is it that the trees shed the leaves, pushing them away?

The trees lose their leaves
The ground begins to freeze
The evenings draw in
My hope wears thin