An inner class, cannot be static, so your question should be "What is the difference between static and non-static nested classes?"
A non-static nested class has full access to the members of the class within which it is nested. A static nested class does not have a reference to a nesting instance, so a static nested class cannot invoke non-static methods or access non-static fields of an instance of the class within which it is nested.