The 2-1 loss at Camp Nou ended a run of four consecutive wins for Carlo Ancelotti's side and they will be desperate for three points against Unai Emery's in-form outfit.
Carlo Ancelotti's men came unstuck in a 2-1 defeat to Barcelona at Camp Nou on Saturday, with goals from Alexis Sanchez and Neymar giving the Liga champion a two-goal cushion before Jese Rodriguez notched a consolation in injury time.
Madrid was incensed after the game as the team felt it should have had two penalties, one for a handball by Adriano and another for a push on Cristiano Ronaldo by Javier Mascherano.
Those protests were waved away by referee Alberto Undiano, and Real's run of four straight victories in all competitions came to an end.
The result leaves Ancelotti's side six points adrift of league leader Barcelona, while the team is also five behind city rival Atletico Madrid.
Real will feel confident of getting back on track against Sevilla though, as it has beaten Unai Emery's charges in eight of their last nine meetings in all competitions. The tie also represents the perfect chance for Ronaldo to get back among the goals, as the Portuguese has scored 11 times in just five games against the Andalusians.
Xabi Alonso once again trained with Real's first team on Sunday as he continues his comeback from groin and foot injuries but is unlikely to play against Sevilla, while center back Raphael Varane (knee) is a doubt.
Sevilla has recovered from a slow start to the campaign that saw the club go five matches without a victory in La Liga, and is now unbeaten in seven in all competitions.
That run includes a sequence of five league fixtures without defeat, including Sunday's 2-1 success over Osasuna that left the team in 10th position with 13 points.
Emery will be without on-loan Chelsea winger Marko Marin, who remains sidelined with a hamstring injury, while midfielder Ivan Rakitic will hope to feature despite problems with his groin and hip.