Complex Eigenvalues arise when solving Linear algebra problems that involve matrices, particularly in cases where the Characteristic Polynomial of a matrix has no Real Roots, leading to Complex Roots. They are crucial in Understanding the behavior of systems over time, especially in Differential Equations and Systems Dynamics, where they can indicate oscillatory and Rotational Dynamics in Phase Space.