The past tense of rub up the wrong way is rubbed up the wrong way.
The third-person singular simple present indicative form of rub up the wrong way is rubs up the wrong way.
The present participle of rub up the wrong way is rubbing up the wrong way.
The past participle of rub up the wrong way is rubbed up the wrong way.