This is a continuation of "Bipartite Distance-regular Graphs, Part I". We continue our study of the Terwilliger algebra T of a bipartite distance-regular graph. In this part we focus on the thin irreducible T-modules of endpoint 2 and on those distance-regular graphs for which every irreducible T-module of endpoint 2 is thin.