Navigation systems routinely operate under model mismatch, including unexpected dynamics, non-Gaussian noises, multipath, sensor miscalibration, and model uncertainty. This tutorial provides a structured introduction to robust estimation methods for navigation, explaining when conventional estimators fail and how different families of robust solutions can be selected, interpreted, and applied in practice.