In February 1926 Piasecki was fired from the Polish intelligence. It is not clear why this happened. Allegedly, he discovered connections between Soviets and some Polish V.I.P.'s. Also, he was at odds with his fellow smugglers. Destitute, he found himself in a desperate situation. All that he possessed was a revolver. In late July 1926, Piasecki was wandering in the forests south of Wilno. Armed, he decided to rob two Jews, Jodel Boryszanski and Morduch Drazlin, who were crossing the forest in a cart. He stole from them 1,054 zlotys, a gold watch and other items. Later, it was established that Piasecki was under the influence of cocaine, and he needed the money to cover bail for his friend, Antoni Niewiarowicz. A few days later, Piasecki and Niewiarowicz robbed a suburban train near Wilno, and, due to Niewiarowicz's lover's confession, they were caught, tried and put in jail in Lida.