Actually it's the other way around. Brown is derived from red, in combination with (i.e. mixed with) other colors: See Kapil Chadha's explanation: https://www.quora.com/Which-colors-combine-to-make-brown 🎨
Regarding brown's relation to the visible spectrum, go to https://en.wikipedia.org/wiki/Brown and scroll down to the section on optics.