Anne Arundel County's estimated 2025 population is 597,052 with a growth rate of 0.21% in the past year according to the most recent United States census data. Anne Arundel County is the 4th largest county in Maryland. The 2010 population was 539,305 and has seen a growth of 10.71% since that time.