In the original country it is published in it just simply is The Philosopher’s Stone, and in 99.9% of countries it is The Philosopher’s Stone or direct translations of Philosopher’s Stone.
That is because in folk lore and mythology a philosopher’s stone is a real thing. An object that can turn regular objects into precious metals and make the user immortal is called the philosopher’s stone.
So that is the name of the book.