As far as I recall from Berry, W. D. (1993). Understanding regression assumptions (Vol. 92). Sage Publications., when the assumption of homoroskedasticity is violated the estimates are unbiased, yet they are not BLUE. And the efficiency of standard errors could be improved by using robust SE's, indeed.