Capillary Seals refer to the ability of Capillary Forces to trap fluids within Porous Media, preventing them from migrating due to pressure differences. They are crucial in understanding Fluid Dynamics within Geological Formations, especially in Hydrocarbon Reservoirs and Water aquifers.