There is a Harry Peake living at 178 Normandy Road, Birmingham - Handsworth ward. No mention of Martha. The year is 1931
There is a burial for a Harry Peake in 1945 at Witton Cemetery, Birmingham.
Deaths Sep 1945
Peake Harry 65 Birmingham 6d 109
This gives a birth year of 1880 so may not be your Harry