The past tense of put someone out of their misery is also put someone out of their misery.
The third-person singular simple present indicative form of put someone out of their misery is puts someone out of their misery.
The present participle of put someone out of their misery is putting someone out of their misery.
The past participle of put someone out of their misery is put someone out of their misery.