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