The result sees the Whites finish the midweek round of matches in 15th place in the Premier League table - five points clear of the relegation zone with 15 points from 14 matches.
Speaking after the win, Whites star Kalvin Phillips hit back at media suggestions that he had fallen out with manager Marcelo Bielsa, and stated: “I will play any position the manager asks me - if he wants me to play centre back I will play centre back, if he wants me to play goalkeeper I'll play goalkeeper. I respect him so much I will never fall out with him.
“I saw a lot of things on social media and TV that me and the manager had fallen out, it's never been the case and I wanted to put that to bed.”
Discussing the game, he added: “We got a little bit lucky in the final minutes with the handball (for the penalty). We're just very happy. There is always concern when you are creating chances and not scoring. We started struggling this season, so we are happy to get the three points.
“Rafa is a very good player and oozes with class, so I didn't expect anything else [than him to convert from the spot]. It is a massive win for us, we are very happy and have to try and go on a run of games now - we have a tough run of games before Christmas.”
Next up, Leeds take on newly promoted Brentford at home on Sunday afternoon.
Here is our rundown of the latest news and updates from the Premier League, as the build-up to this weekend's eagerly-anticipated action begins:
1. Toffees still keen on Diaz
Everton are believed to still have an interest in signing Porto striker Luis Diaz, despite failing to sign the Colombia international. He's likely to cost around £42m, after dazzling in the Portuguese top tier and the Champions League so far this season. (Sport Witness) Photo: Clive Brunskill
2. Red Devils eye Werner
Reports from Germany have suggested that Man Utd could target Chelsea flop Timo Werner in January, as the Red Devils look to improve their squad. He played under the Red Devils' interim boss Ralph Rangnick during his time at RB Leipzig. (talkSPORT) Photo: BEN STANSALL
3. Clarets step up chase for Fulgini
Burnley are believed to be front-runners to sign SCO Angers midfielder Angelo Fulgini, ahead of the likes of Brighton, Lyon and Fulham. The Clarets are said to be willing to spend around £12m on the Ligue 1 ace. (Foot Mercato) Photo: FRANCK FIFE
4. Potter could be considered for Man Utd job
Manchester United could make a move for Roberto Mancini as their next manager, while Brighton's Graham Potter and Sporting CP's Ruben Amorim could be left field options the club could pursue instead. (Telegraph) Photo: Alex Pantling
5. Duo jostle for Insigne
Newcastle United and West Ham have both been alerted to the possibility of signing Napoli skipper Lorenzo Insigne, who could leave Napoli next year after failing to reach an agreement over a new contract. He played a key role for Italy in their Euro 2020 winning campaign. (Calciomercato) Photo: Claudio Villa
6. Saints keen on Freckleton
Southampton are said to be among a number of clubs interested in signing Bristol Rovers defender Miguel Freckleton. The 18-year-old is believed to have spent time on trial with the Saints, as well as Sheffield United and Hull City. (Bristol Post) Photo: Harry Trump