A Minimum Spanning Tree (MST) is a subset of edges from a connected, weighted graph that connects all vertices with the minimal possible total edge weight and without any cycles. It is crucial in network design, ensuring efficient pathways with minimal cost or distance, and can be found using algorithms like Kruskal's and Prim's.