The principles of design are guidelines used for putting elements together to create effective communication.
The elements are the "what" of a design and the principles are the "how." Using the recipe metaphor - the elements are the ingredients and the principles are the directions.
The principles of design, perhaps even more than the elements, are difficult to separate from one another even for the sake of discussion, as it is only when they are working together that an effective design is created.