Take $X_i = 1$ for all $i$ ; your question boils down to [this one][1]: the answer given here is that the independence of the sample mean $\hat \beta$ and $S^2$ occurs only when the error is normal.


  [1]: http://distributions-other-than-the-normal-where-mean-and-variance-are-independent