Hello! I agree - to say "on page 1" is correct. The reason that we don't need the determiner, "the" is because "the" is used to differentiate something or things from each other, but in a book, there is only one page 1 so we don't need to differentiate page 1 from any other page1 in the book. I hope that helps!

On page 1 is correct :)