The 39-year-old actor, who will be seen playing Yellowjacket in "Ant-Man", also announced he's expecting his first child with Bowers, reported E! online.
"I got married on Saturday. We did the honeymoon beforehand. I'm sure there's too much to be nervous about to actually really be nervous about anything specific," he said.
"I just sort of figure, there's people a lot dumber than me who's done it, and kept that baby alive, so I think we'll be okay. Whatever I mess up, she's a lot more competent than me in many ways, so I think the kid will be okay."