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:
7. Gerrard readies Gers raid
Aston Villa boss Steven Gerrard is believe to be plotting to raid his former club for teenage ace Leon King, who could be available for just £200k. The 17-year-old is also believed to be on the respective radars of Man Utd, Newcastle and Leicester City. (Birmingham Mail) Photo: Ian MacNicol
8. Race heats up for Aribo
Crystal Palace, Watford and Brentford have all been credited with an interest in Rangers midfielder Joe Aribo. The 25-year-old made 31 appearances in the side's title-winning campaign last season, and has 18 months left on his current contract. (Daily Mail) Photo: Ian MacNicol
9. Leeds linked with Ferreira
Reports from Brazil have claimed Leeds United are keeping tabs on Palmeiras boss Abel Ferreira - who has a whopping £25m release clause - should Marcelo Bielsa leave at the end of his current deal. However, the report notes that the Whites' preferred option is to hang onto their current manager. (Sport Witness) Photo: JUAN MABROMATA
10. Nketiah turns down new deal
Arsenal striker Eddie Nketiah is believed to have turned down a contract extension, meaning he could join a foreign club for nothing in January. The ex-Leeds loanee had been recently linked with a return to Elland Road, but the move looks to be unlikely. (Sky Sports) Photo: Julian Finney