The past tense of take one's hat off to is took one's hat off to.
The third-person singular simple present indicative form of take one's hat off to is takes one's hat off to.
The present participle of take one's hat off to is taking one's hat off to.
The past participle of take one's hat off to is taken one's hat off to.