Rodgers was born in New York City to Dr. William Rodgers and his wife, Mamie, who were of German Jewish descent. The family enjoyed musicals and opera. At 15, Rodgers chose music as his profession. He attended Columbia University, and wrote for the school's "Varsity Show".