The 18-year-old socialite was linked to the singer last year after the duo were seen together on a number of occasions, reported Radar Online.
Jenner "just can't get him out of her head despite their romance fizzling out months ago," a source said.
"Now Kendall desperately wants him back. She loved the attention dating Harry gave her, plus she really fell for him big time," the source added.