Yup. We are supposed to believe that the grey backpack, which he ditched in central park and was successfully found by police, only contained some clothes and literal monopoly money, but not the gun. Lol.

They found the gun in that backpack, but that was totally useless to them, so they pretended it was never there until they could plant it in a way that helps their case.