Mutually exclusive events are outcomes in probability that cannot occur at the same time. If one event happens, it completely excludes the possibility of the other event happening in a single trial. This concept is essential in understanding how to calculate probabilities using the addition principle, which helps in combining the probabilities of multiple events.