Kempe chains are paths in a graph that connect vertices colored with different colors in a way that helps demonstrate the validity of the Four Color Theorem. They are essential in the process of proving that no more than four colors are needed to color any planar graph without adjacent vertices sharing the same color. The concept revolves around manipulating colors along these chains to show that a valid coloring can be achieved.