 Stacey was defeated in the Labor victory at the 1943 federal election, although he had previously been reported as being "supremely confident" of retaining his seat.Stacey moved to Klemzig after his parliamentary defeat, where he again ran an orchard.He later twice unsuccessfully contested Liberal and Country League preselection for state seats