They're both possible- it depends on what is important. In this context, as we know what they have give or me seem the more likely candidates for the stress.
Let them GIVE me the knife. (Give, not use- trying to avoid violence)
Let them give ME the knife. (Me, not you-- establishing who's in charge)
Let them give me the KNIFE. (Not the gun or focusing on the knife because it is a danger)