Doob's Martingale Convergence Theorem is a fundamental result in probability theory that states under certain conditions, a martingale will converge almost surely to a limiting random variable. This theorem is crucial for understanding the behavior of stochastic processes and has applications in various fields such as finance, statistics, and physics.