Open your chosen PDF file (original format).
On the listening screen, tap the 'kebab' (3 dots) icon and select "Adjust Document"
At the bottom right of the screen, tap the 'kebab' (3 dots) icon
Select "Hide this page" or Hide selected pages"
This will help the app skip the reading on the specified page