Decreasing Returns to Scale refers to a situation in production where increasing all inputs by a certain proportion results in a less-than-proportional increase in output. This means that as a firm scales up production, the efficiency of production decreases, leading to higher average costs per unit of output. This concept is important when analyzing the production function and understanding how firms can optimize their resource use as they grow.