Rodenbach was born in Roeselare into a bourgeois family, the eldest of 10 children and cousin to the novelist Georges Rodenbach.
Rodenbach attended the Catholic minor seminary in Roeselare where he was exposed to the ideas of the Flemish literature movement by Hugo Verriest and others.