The couple has split briefly after the cheating scandal broke-out last year, reported Contactmusic.
"Rob broke up with Kristen because he never got over the fact that she cheated. He is never going to forget. For a superstar, he can be very insecure and what went down last year just preyed on that. Rob gets in his own head and thinks the worst. He broods a lot," a source said.
After their split, the 27-year-old actor took a while to move on from his previous relationship as he thought most women are just after him for the fame.
The duo had reunited in less than two months after a public apology from Stewart for her betrayal. Though, recently it was reported that the pair had parted ways again.