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 holds because the geometric median relies only on pairwise distances and isn't affected by the orthogonal Cartesian coordinate system utilized to present the sample data.