Before revision:  It turns out that the existent estimators of the mean vector including the suggested one converge to the sample mean vector when the true mean vector possesses unbounded Euclidean norm.
After revision:  It turns out that the existent estimators of the mean vector including the suggested one converge to the sample mean vector when the true mean vector has an unbounded Euclidean norm.