An equilibrium solution is a constant solution to a differential equation that represents a state where the system remains unchanged over time. It occurs when the rate of change of a variable is zero, leading to a stable state that does not evolve unless disturbed. In modeling scenarios, these solutions provide insights into long-term behavior and stability of systems, allowing for predictions about how they might react to changes or perturbations.