 The community existed as a "flag" station along a railroad, and is named after railroad executive Joel N. Converse.Like many communities in Blackford County, this village declined after the end of the Indiana Gas Boom, which ended in the early 20th century.In 1837, Edward Crumley moved to the southeast corner of the Blackford County, and began a farm with his family.