Authorities discovered 73 urea bags abandoned near the Unduru railway gate in Samalkot mandal.
The theft attempt occurred when a goods train destined for Madhya Pradesh stopped at a signal.
The train's loco pilot and guard alerted officials, effectively stopping the criminal activity.
A special investigation team has been deployed to Madhya Pradesh to further probe the case.