This property follows from the fact that the geometric median is defined only from pairwise distances, and does not depend on the system of orthogonal Cartesian coordinates by which the sample data is represented.
The property arises because the geometric median is determined exclusively by pairwise distances and isn't influenced by the orthogonal Cartesian coordinate system employed to depict the sample data.