The two, who never confirmed that they had dated, met when the 'Te Amo' singer asked him to write for her.
The rapper told The New York Times: "I was a pawn. You know what she was doing to me? She was doing exactly what I've done to so many women throughout my life, which is show them quality time, then disappear. I was like, 'Wow, this feels terrible'."
Drake's new album will reportedly feature a rap about Rihanna.