A saddle point in mathematics is a point on the surface of a graph where the slope is zero, but it is not a local extremum, resembling a saddle on a horse. It is a critical point where the function changes direction, often seen in optimization and game theory, representing neither a maximum nor a minimum in multivariable calculus.