Paris was recently allowed to see her mother again after her Jackson's death in 2009. She was photographed hugging Rowe, reported Daily Star.
The 54-year-old divorced Jackson in 1999 and the 'Dangerous' hitmaker was given full custody of Paris and her brother Prince, 16.
"Paris misses her dad so much, so I think her wanting to be close to her mother is a natural thing. She has said as much," a source said.
"When I'm with my mom, we don't really have security with us. Which is really nice," Paris said.