The actor, 37, ditched his usual clean shaven look for a more rugged appearance – looking a far cry from the Hollywood hunk in the running to play James Bond.
Covering his chiselled jaw, the Avengers star opted for a bushy beard, while his hair was longer than ever.
Looking very laid back he wore a cap pulled over his head, a pair of specs and a coat to keep warm.
Tom, who has shied away from public life following his very high profile romance with Taylor Swift, was joined by his pet pooch Elle.
The Night Manager star was first seen with the Cocker Spaniel in November of last year – in the same week Taylor released her hotly anticipated album, Reputation.
The lead single – 'Look What You Made Me Do' – from the album featured a number of apparent digs at Tom, as well as Kanye West, his wife Kim Kardashian West.
In the accompanying music video, some of the male dancers are seen wearing crop tops with 'I [heart] TS' emblazoned on, a clear reference to the vest top with the same slogan her ex Tom was photographed in during their brief fling.
She also sits in a bath of jewels during the video, which some think could be a reference to Kim's terrifying ordeal when armed robbers burst into her hotel room in Paris, France, tied her up and put her in the bathtub while they made off with millions worth of jewels.
In the song she slams someone for their "tilted stage", something Kanye had during his 'Saint Pablo' tour in 2016, when she sings: "I don't like your little games/ Don't like your tilted stage/ The role you made me play/ Of the fool/ No, I don't like you."
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