Go all the way to the raised walkway that leads to the Twilight sea.
Below that walkway in the valley is a tunnel, go in.
In the first large room go right or left, it doesn't matter both tunnels lead to large rooms, pass through that room and the next room (the one before the small one with pool)has the page.
As said above it is next to the Priest on the ground.