The electrons contribute just about zero to the mass of an atom. It takes more than 1,800 electrons to make the mass of one proton or neutron.
The naturally occurring element with the most complex atom is Uranium. That's element #92 , so a neutral uranium atom has 92 electrons. It would take almost exactly 20 times that many electrons to add the mass of one proton or neutron to the atom! (And no other element has that many electrons in an atom of it.)