It is saying if the normality assumption of the residuals is met, the model should provide unbiased estimate - perhaps meaning you are not making any asymptotic assumptions. There is another component at work here that I am not fully remembering but it has to do the the structure of the hat-matrix (perhaps the orthogonal projection concept) and the linear combination of its components.