The 22-year-old former One Direction member, wants to get back to the "Little Mix" songtress, reported The Daily Star.
"Zayn has started messaging Perrie again saying he misses and still loves her. So far they haven't met up and Zayn hasn't actually said he wants to get back together, just that he misses her," a source said.
Zayn recently posted a cosy picture of him with PR girl Carlyn Bryan.