A three-dimensional ferroelectric memory device includes an alternating stack of insulating layers and electrically conductive layers located over a substrate, where each of the electrically conductive layers contains a transition metal element-containing conductive liner and a conductive fill material portion, a vertical semiconductor channel extending vertically through the alternating stack, a vertical stack of tubular transition metal element-containing conductive spacers laterally surrounding the vertical semiconductor channel and located at levels of the electrically conductive layers, and a ferroelectric material layer located between the vertical stack of tubular transition metal element-containing conductive spacers and the transition metal element-containing conductive liner.