After the war, Richardson remained in Baltimore for several years, restarting his legal career there. While there, he also was selected as a delegate to the 1868 Republican National Convention, and was an enthusiastic supporter of General Ulysses S. Grant's presidential campaign. He returned to Wisconsin in 1870, and maintained a successful legal practice at Chippewa Falls for the next twenty years.