Singularity Theory is a branch of mathematics that studies spaces that are not well-behaved, specifically those with points where mathematical objects are not differentiable or have undefined behavior. It is crucial in understanding phenomena in various fields including geometry, topology, and physics, where singularities often indicate critical points of interest or phase transitions.