Tom,

The Pauli Exclusion Principle (neutron degeneracy) prevents collapse of a neutron star into one big neutron. If you keep adding mass, eventually the PEP will be overcome and the NS will collapse into a black hole.

Wikipedia probably has an entry on the PEP.