The Fundamental Theorem of Algebra states that every non-constant polynomial function with complex coefficients has at least one complex root. This theorem establishes a foundational connection between algebra and geometry, ensuring that polynomial equations can be solved in the complex number system, which is crucial when analyzing homogeneous linear equations with constant coefficients.