The first residents of Chilton were African-American former slave Moses Stanton and his Native-American wife, Catherine, who arrived in January 1845. The city formed around his saw mill and a grist mill a few years later. The village was originally called Stantonville. John Marygold bought the place in 1852 and called it “Chilington,” referring to Chillington Hall in England. He sent a verbal message to have the name change recorded in Stockbridge, then the county seat. Because the middle ing in the name was accidentally omitted, the municipality was recorded as Chilton.