Peano Arithmetic is a formal system that provides a foundation for the natural numbers using a set of axioms introduced by Giuseppe Peano. It is essential for understanding number theory and serves as a basis for more complex mathematical concepts, although it is not powerful enough to express all properties of natural numbers due to Gödel's incompleteness theorems.