That's complete crap. Two brown-eyed parents can definitely have a blue-eyed child.
Yes, if they both inherited one blue gene from their parents. Because blue-brown or brown-blue are expressed as brown, they would both have brown eyes. Their child, if it inherits the blue-blue combination from them, would have blue eyes.
You are right. It was my mistake for posting without enough coffee. I had blue and brown reversed.