In reply to Jan.

Yes. The robust covariance matrix is used to compute the robust distance, so the assumption that the distances are chi-squared is that the data are MVN from a population with that covariance structure. The large distances might indicate isolated outliers. Alternatively, the assumption might be wrong and you are actually dealing with tails that are heavier than expected under the normality assumption.