The robustness of the Frobenius and L2,1 norms to the outlier
I have only a couple of hints:

Frobenius norm, by definition, takes equal account of all data in matrix (all rows and columns).
Whereas $L_{2,1}$ norm is Frobenius norm but per row instead, so outliers in other rows do not affect (equally) norm of current row.