Catalyzes the NADPH-dependent synthesis of dihydrouridine, a modified base found in the D-loop of most tRNAs. Specifically modifies U20 in cytoplasmic tRNAs. Activity depends on the presence of guanosine at position 19 in the tRNA substrate. Negatively regulates the activation of EIF2AK2/PKR