There is an option in the customizer to remove the header image.
Go to ‘Customize’ > ‘Header Image’ and click the ‘Hide image’ button.
Then change the ‘Pages should display…’ setting to the ‘Featured Image’ option.
Now only pages that have a featured image (added in the page editor) will display their own featured image as the header image.