Panna Lal’s name had surfaced earlier in a high-profile extortion racket in Ballia district in July 2024. He went absconding after suspension over allegations of illegal collections from truck drivers along the Uttar Pradesh-Bihar border in the Narhi area and was arrested in Gorakhpur on July 28, 2024. He was accused of running an organised extortion network involving police personnel and middlemen.