If you have an iPhone, try this to silence unknown callers:
Go to Settings > Phone, then scroll down, tap Silence Unknown Callers, and turn on the feature.
Calls from unknown numbers are silenced and sent to your voicemail, and appear in your recent calls list. The phone will ring when people you know call you.