Had a trawl of the obits (and there's an immense number of tributes on the Web) but no data on his time in the old Party. This entry from last June seems to imply he was still in the Party during the late 1940s.
The George Barnby blog is worth exploring. Don't be put off by the large font size!
H A R Philby