Hennacy was born in Negley, Ohio to Quaker parents, Benjamin Frankin Hennacy and Eliza Eunice Fitz Randolph, and grew up as a Baptist.
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When Ani DiFranco gathered stories by Utah Phillips to make the 1996 album The Past Didn't Go Anywhere, she included Phillips's story about Hennacy, under the title "Anarchy".