Mastering the Pythagorean Theorem in Math VIII is important as it is a fundamental concept in mathematics that forms the basis for geometry, algebra, and trigonometry. It helps students solve problems involving right triangles and understand the relationship between the sides of these triangles. Proficiency in the Pythagorean Theorem can also aid in real-world applications such as construction, navigation, and physics.