Why will the Sun not become a nova?

We cannot be sure it won't.

What we can be sure of, for it to become a nova, it first has to become a white dwarf, and this will not happen for another 6 billion years. Then another star has to come close enough for material from it, to accrete onto the surface.

The chances of another star coming that close, is quite slim.