Palmer was born on November 1, 1926 in East Chicago, Indiana. She was of Czech descent. Palmer was raised in Chicago, Illinois. She studied at DePaul University. Palmer was married to Vincent J. Merandino from 1954 until they divorced in 1971. They had one daughter.