Using Lakshmibai-Seshadri paths, we give a combinatorial realization of the crystal basis of an extremal weight module of a (general) integral extremal weight over the quantized universal enveloping algebra associated to the infinite rank affine Lie algebra of type B ∞ , C ∞ , or D ∞ . Moreover, via this realization, we obtain an explicit description (in terms of Littlewood-Richardson coefficients) of how tensor products of these crystal bases decompose into connected components when their extremal weights are of nonnegative levels. These results in types B ∞ , C ∞ , and D ∞ extend the corresponding results due to Kwon in types A +∞ and A ∞ . Our results above also include, as a special case, the corresponding results (concerning crystal bases) due to Lecouvey in types B ∞ , C ∞ , and D ∞ , where the extremal weights are of level zero.