They aren't not trying [0]; it isn't the Democratic party that is blocking this.
On the other hand (and granted that the death penalty is a barbaric atrocity) I'm inclined to prefer the US federal government focus most of its reform efforts (even those contained to the justice system) on issues whose death rates average more than 0.25 people/year[1].