I thought this was made pretty clear in the theme song's lyrics?
"They're Pinky and The Brain - Yes Pinky and The Brain - One is a genius - The other's insane"
Brain is clearly made out to be insane (in the cartoon sense), which leaves Pinky as the genius. QED, right?