The conservation of energy principle states that energy cannot be created or destroyed, only transformed from one form to another. This means that the total energy of a closed system remains constant over time, allowing us to understand the relationship between different forms of energy, such as kinetic and potential energy, especially in scenarios involving gravitational interactions.