Irrational numbers are real numbers that cannot be expressed as a simple fraction, having non-repeating, non-terminating decimal expansions. They are crucial in mathematics for representing quantities like the square root of non-perfect squares and the value of pi, which cannot be precisely expressed as a ratio of integers.