Eilts was born in Weißenfels, Germany, immigrated to the United States as a child, and became a citizen at age 8 in 1930. He grew up in Scranton, Pennsylvania and graduated from Ursinus College in 1943. He served in the Military Intelligence Corps during World War II.[2]