Tea Leoni and Tim Daly have found love with each other. The two actors met on the set of Madam Secretary and according to a source for Us, they have amazing chemistry together.

“Their chemistry on set is electrifying,” the source said. “They have an amazing time filming.”

They also appear to have chemistry when they are off the set too and earlier this week witnesses saw the two actors out for a stroll and said they were walking “with their arms wrapped around each other.”

“They were definitely couple-y,” the source added.

Exclusive: Tea Leoni is dating her #MadamSecretary costar Tim Daly! http://t.co/mtvPSQlBAe pic.twitter.com/F775wJJ0T6

— Us Weekly (@usweekly) December 3, 2014

Daly and Leoni have been getting along great since they started working together and those close to them knew that it was only just a matter of time before their relationship turned romantic.

Earlier this year Daly talked about what it was like to work with Leoni and had nothing but good things to say about the actress.

“She’s a person, like me and like a lot of people who have gone to that school…who can be perfectly happy sleeping in a wet sleeping bag on a stone floor, or staying in a fancy hotel,” he said.

She’s not a whiner. She wants to work hard and she wants to have fun,” he added. “We get along really, really well. We have a really good time. I’ve gotten along with plenty of people, but the chemistry sucked. And I’ve hated people where the chemistry is great. It’s much better if you get along and the chemistry is good. That’s perfect.”

Leoni was previously married to David Duchovny, but the couple separated in 2011 and finalized their divorce earlier this year. They had been married for 14 years. Daly was married to Amy Van Nostrand and has two children from the relationship.

Hopefully Leoni and Daly will continue to have good chemistry both on and off the set.