I believe some of this tranquility comes from the  formal and the symmetrical design.  It is pleasing to the eye and it seems to balance  the mind.  Or maybe it is just the over-all beauty of the design.

The garden was officially opened in 1935. It was designed by Hugh Linakar as part of Victoria’s centenary [...]