The City of Trenton had a population of 12,244 as of July 1, 2015. Trenton ranks in the upper quartile for Population Density when compared to the other cities, towns and Census Designated Places (CDPs) in Ohio. See peer rankings below. The primary coordinate point for Trenton is located at latitude 39.4791 and longitude -84.462 in Butler County.