Yes, but he retains the honorific as the highest position he had in the gov't. Andy Card was the White House Chief of Staff under Bush 43, but he'd previously been Secretary of Transportation and retained the honorific of "Mr Secretary" even while he was CofS
I'm just trying to be accurate