the type of people that prefer the generic browser facilities over custom search aren't "average people".
Maybe a better compromise would be including a modal or a hint highlighting the site-wide search box without suppressing the native Ctrl+F functionality.
My instinct when I'm looking for something is to Ctrl+F, not scour the UI for a search bar.
Anecdotally, I know people who are not programmers who are the same way.