There is the same problem with SignedRankTest.
By default, MannWhitneyTest uses asymptotic statistics, which is not appropriate for such small samples. Using instead the method "Permutations", with a reasonable number of permutations, (50, 100), I obtained zero as a Pvalue in both cases.