Walter Graham was born near Maghera, County Londonderry. He was a farmer and elder of a Presbyterian Church. He is thought to have been a colonel in the National Guard, to have recruited United Irishmen, and to have been arrested in 1796. In the following year he was released. Having been arrested again for participating in the 1798 rebellion, was hanged and beheaded.