Martingale Theory is a fundamental concept in probability theory and financial mathematics, describing a stochastic process where the conditional expectation of future values, given past and present values, is equal to the present value. It is crucial for modeling fair games and is widely used in financial markets to assess the fairness and efficiency of pricing strategies.