I think it is true. How can you easily disprove it.
Myself, from a more privileged background, was not even aware of the issues “on the ground” until I saw and lived it for myself. It’s very easy to see where personal bias can cause one to overlook or fail to notice the experience of others.
Is your objection to privileged background failing to notice privilege, or objection to the notion of privilege itself?