Why is corner preferred over curve for racing tracks?

This is not necessarily true. There are many courses/tracks where curve is used to describe these bends.

Suzuka map from Wikipedia

Suzuka in Japan has many corners which are called 'curves'.

Map of Silverstone from Ferrari

The most famous Formula 1 track of all, Silverstone, also has 'curves' (and 'corners').

Even in Italian for Monza, 'curva' is used:

Monza map from Wikipedia