Grammer's representative confirmed the news to People, saying the couple is very happy and very much in love.
They've reportedly been engaged for a while, but the rep says Grammer never announced it because he wanted to be discreet and enjoy it privately.
Grammer is going through a divorce from his third wife, Camille.