Harvey was born in Plainfield, Indiana, to a Quaker family. His father was Dr. Thomas B. Harvey, a prominent medical doctor originally from Harveysburg, Ohio who moved to Plainfield. The elder Harvey built up a large private practice in Indianapolis, was appointed by President Abraham Lincoln to be the examining surgeon for Union soldiers in Indianapolis, and became a professor of children's and women's health at Indiana Medical College in Indianapolis. His mother was Delitha Butler, originally from Liberty, Indiana, noted for her involvement in many philanthropic organizations.[1][2]
Harvey began a private law practice in Indianapolis in 1886 (Ayres, Brown, & Harvey) before being elected judge of the Marion CountySuperior Court in 1894. Harvey was a Republican. He left the position in 1898 and returned to his private practice before briefly returning to the same bench in 1907, appointed by GovernorJ. Frank Hanly. His return to the Marion County Superior Court lasted only a year before he again returned to his private practice.[3][4][2]
Harvey became a justice of the Indiana Supreme Court in 1917. In October 1917, Harvey wrote a dissenting opinion in the case of Board of Election Commissioners v. Knight, where the court declared a bill in the Indiana Senate that granted women the right to vote in municipal elections was unconstitutional. Harvey stated in his opinion that the General Assembly did have the power to pass such a bill. Another important decision from Harvey came in a case regarding whether the General Assembly had the right to call for a constitutional convention to be held. Harvey was part of the three judge majority that declared the General Assembly did not have the power to do so.[3][5][2]
Harvey was involved with a number of charitable organizations throughout his life. He served on the board of directors for the Bertha Esther Ballard Home Association, which provided affordable housing to self-dependent young women. He was also on the board of directors for the Home for Friendless Colored Children. Both of these were Quaker organizations. Harvey also served as secretary and president of the Indianapolis Bar Association and was a member of the Columbia Club. Additionally, he taught medical jurisprudence at the now defunct Medical College of Indiana (in Indianapolis).[2]