The past tense of let the sleeping dogs lie is also let the sleeping dogs lie.
The third-person singular simple present indicative form of let the sleeping dogs lie is lets the sleeping dogs lie.
The present participle of let the sleeping dogs lie is letting the sleeping dogs lie.
The past participle of let the sleeping dogs lie is let the sleeping dogs lie.