Dirichlet's Box Principle, also known as the Pigeonhole Principle, states that if $n$ items are put into $m$ boxes, with $n > m$, then at least one box must contain more than one item. This simple yet powerful concept helps demonstrate how certain outcomes are inevitable when distributing objects across limited containers, leading to surprising results in various mathematical contexts.