Owen Wilson has found new love

London: Hollywood actor Owen Wilson is reportedly romancing his co-star Rachel McAdams and the pair are becoming more than just colleagues.

The 41-year-old actor and Rachel have been openly flirting between takes on Woody Allen`s new project, `Midnight In Paris`, due out next year, The Sun reported.

"After one scene at a flea market in St Ouen outside Paris, Owen was playing with her hair and being really affectionate. Even for a pair of luvvies, it was very flirtatious," a source said.

"The gossip on set is that they are an item off screen" the source added.

The Academy-award-nominated actor was previously dating actress Kate Hudson and had suffered serious depression and even tried to take his own life after breaking up with her in 2007.