English Proper noun Mizelle (plural Mizelles) A surname. Statistics According to the 2010 United States Census, Mizelle is the 19114th most common surname in the United States, belonging to 1423 individuals. Mizelle is most common among White (82.85%) and Black/African American (14.48%) individuals.Wikiwand - on Seamless Wikipedia browsing. On steroids.