Complex sentence: On one occasion he red-handily caught Bhagwat Singh alias B.K. stealing priceless jewellery but instead of reporting this to the police Amrit keep this to himself.
Split into simpler sentences: On one occasion he catches red-handed Bhagwat Singh alias B.K. stealing priceless jewellery. Instead of reporting this to the police, Amrit keep this to himself.