Rice is one of many ballplayers who only appeared in the major leagues during World War II. He may be most well known for being a reserve catcher on the last Chicago Cubs team to win a National League pennant (1945). That was his best season, as he got into 32 games and hit .232 (23-for-99) with 7 runs batted in and 10 runs scored. He had played in just 10 games for the Reds the year before, going 0-for-4, then was drafted by the Cubs from the Reds in the 1944 rule V draft (November 1).