grammar - Do you need the “why” in “That's the reason why”?

I often hear people say things like “That's the reason why I....”

As far as I know, “That's the reason I...” would still be grammatically correct, but I can't find anything stating one way or the other.

Can someone please tell me whether I'm right or wrong?