 At the 2010 census Randsburg had a population of 69.The population density was 35.5 people per square mile (13.7/km²).The racial makeup of Randsburg was 62 (89%) White, 0 African American, 4 (6%) Native American, 2 (3%) Asian, 0 Pacific Islander, 0 from other races, and 1 (1%) from two or more races.