In later investigation, it was uncovered that the UP politician, Amarmani Tripathi was having an illegitimate affair with Madhumati and had got her pregnant.
Allegedly the chief investigator of the case Mahendra Lalka, was suspended on Mayawati's orders. Mahendra Lalka who was the state CID director had denied a clean chit to Amarmani Tripathi. Lalka was called back within 45 days.