The five-time Grammy winner sang along to the track but warned viewers that it would probably be the only live performance they would get of the song.
Drake had reportedly not performed Take Care since 2017.
The hit single, which peaked at number seven on the Billboard Hot 100, has been certified seven-times platinum in the United States.
Drake has also previously indicated that he no longer performs another Rihanna collaboration, Work.