The the actors, who have allegedly been friends for years, were spotted dinning at The Manor Hotel in L.A. where they shared wine and laughs for three hours.
"'He had her picked up in a vintage car, knowing it was one of her favorites, and had pre-ordered a vintage bottle of 1979 merlot, which was on the table when she arrived. They spent three hours laughing and joking. It's clear Tom is smitten and after the date he was on cloud nine," a source told Grazia magazine in the UK.
The Manor Hotel reportedly has a renowned restaurant called The Renaissance that serves French and Californian cuisine, and the spot is allegedly famous among the Scientology community.
''They had their second date at the restaurant too, meeting for Sunday brunch and she then accompanied him a few days later to a dinner party at John [Travolta] and Kelly's home,'' the source added.
2014: The Year in Music [PHOTOS]