Robinson's Nonstandard Analysis is a mathematical framework that rigorously formalizes the use of infinitesimals, providing an alternative to the standard epsilon-delta approach in calculus. It extends the real numbers to include 'hyperreal numbers,' allowing for a more intuitive handling of limits and continuity through the use of infinitesimal and infinite quantities.