Muhammad was born on October 7, 1897 in Sandersville, Georgia. Poole married Clara Evans (1899–1972) on March 7, 1917. They had eight children. Muhammad died from congestive heart failure at the age of 77 on February 25, 1975, the day before Saviours' Day, at Mercy Hospital in Chicago, Illinois.