I face the same issue.
I also have the same issue from today when vibration intensity is set as 'Strong'. No rattling sound, for 'Light' and 'Medium' vibration intensity.
Might be on vibrate mode. Change to Ring mode and try.
Even I also noticed it. It is more evident when battery power is less than 20% . Is it expected?