Sheila Boswell received 906 votes in the Bedford ward by-election last Thursday, edging past Tory candidate Thomas Mytton.
The previous Labour councillor, Hannah Stanislaus, had a majority of 936.
They claimed they were bullied out of the party, something Wandsworth Labour denies.