Neutron stars do indeed shine and some like this one have been observed in visible light. Like white dwarf stars, if they were scaled up to be the size of the Sun, they would outshine the Sun and most other stars in the galaxy. It is only their small size that make them hard to observe.
As for neutrinos, it seems they do too. This link might help explain neutrino activity in / from neutron stars further.