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Kick somebody when they’re down
Context Matters
The phrase is often used in situations of failure or distress, implying sensitivity to others' misfortunes. 
Emotional Impact
Using this phrase suggests empathy and consideration for the feelings of the person in trouble. 
Metaphorical Use
It's a metaphor; it doesn't mean physically kicking someone, but rather adding to someone's troubles. 