The Magpies, promoted from the Championship last season, started the campaign well, but have not won in five Premier League matches.
Michy Batshuayi remains unlikely to play after suffering an ankle injury while with the Belgium national team. Charly Musonda and Kenedy have also been out with minor injuries sustained in training.
David Luiz's condition is still unclear but it is very unlikely that he will be back to face Newcastle on Saturday. Conte gave a further update on the Brazil international after the Swansea game.
"Now it's very difficult, because he had the liquid in his knee," Conte said at Stamford Bridge. "We have to assess his recovery, the time. But I hope to not lose him for a lot of time, also because we have to play every three days and I need all my players."
Victor Moses has recovered from his hamstring injury and made his first appearance from the bench against Swansea on Tuesday night. He was an unused substitute last weekend against Liverpool.
Alvaro Morata is now one domestic booking away from a suspension now. Antonio Rudiger is also on four yellow cards, with another set to lead to a one-match ban.
Chelsea have no suspensions for the upcoming match against Newcastle. David Luiz and Marcos Alonso are on three bookings.
The cut-off this season is after 19 league games, so Chelsea players need to avoid accumulating five bookings until they play Everton on December 23, thus to avoid a suspension.
Conte was sent to the stands against Swansea and there is a small chance that the FA will seek further punishment. He did, however, apologise as he was dismissed for complaining about Swansea's time-wasting.
POTENTIAL STARTING LINE-UP
Antonio Conte will likely recall Eden Hazard and Cesar Azpilicueta after leaving them on the bench for Wednesday's match against Swansea City. Tiemoue Bakayoko could also be recalled despite his poor display away at Anfield.
Chelsea are heavily rotating their team every week in order to keep their side fresh as they face a busy winter schedule with an extra fixture squeezed in to finish the season early ahead of the World Cup.
Conte is utilising both a 3-4-3 and 3-5-2 formation this season, depending on the opposition. Moses could make his first appearance since October 14 against Crystal Palace.
Morata will likely continue up front with Batshuayi still out injured while Marcos Alonso is very likely to start, with few alternatives vying for his left wing back spot.
NEWCASTLE TEAM NEWS
Isaac Hayden returned to the squad in the 2-2 draw with West Brom on Tuesday night after missing the defeat to Watford through suspension. Mikel Merino also got his first start since recovering from a back injury.
Ex-Chelsea winger Christian Atsu is expected to miss his chance to return to Stamford Bridge after turning his loan move into a permanent deal in the summer. He is out with a hamstring injury. Jamaal Lascelles is likely to be out with a foot complaint and Paul Dummett has a hamstring issue.
BEST OPTA MATCH FACTS
Newcastle’s only away victory against Chelsea in the Premier League came in May 2012, with the Magpies winning 2-0 thanks to a brace by Papiss Cissé.
If Newcastle lose, it will be their 70th Premier League defeat in London – the joint-most of any away side in the competition (level with Everton).
Antonio Conte’s side have scored a league-high eight headed goals in the Premier League so far this season – the same number as they managed last season (8) and two more than in 2015-16 (6) in the Premier League.
Rafa Benitez has lost 12 competitive games to Chelsea whilst manager of English clubs; more than against any other opponent (W7 D7 L12).
Willian scored in both fixtures the last time these sides met in the 2015-16 campaign; Newcastle are one of just four clubs he’s scored home and away against in the Premier League (along with Everton, Southampton and Stoke).
TV CHANNEL & KICK OFF TIME
The match is on at 12:30 GMT on Saturday and it will be showin live in the UK on SkySports. The highlights will then be shown BBC's Match of the Day.