What’s the best paint or chemical for neutralizing rust?

I remember seeing a paint that actually transforms rust into a non-rusty surface instead of just covering it up. I have an iron table that's still strong but has some superficial rust, and I want to avoid removing it because of the intricate patterns. It's going to stay outside, so I'd like a solution that helps me cover it effectively. Does anyone know what that special paint or chemical is called?