The actor, 34, made the happy announcement himself via Twitter.
"Wanted to let the news out directly. Emily and I are so incredibly happy to welcome our daughter Hazel into the world today! Happy bday!" the former Office star writes.
The couple, who were married in 2010, announced the pregnancy in September.