Pierre, Yes indeed Saffron can and does grow in this country, indeed the town Saffron Waldon owes its name to the cultivation of the Saffron Crocus.

The reason Saffron is such an expensive spice, is that every individual strand, is harvested from the crocus flower.
It's the golden stamens, as seen here: Saffron Crocus