Samsung Galaxy S3 suddenly dies and won't turn on even after battery removal
I have found out through searches that this is the Sudden Death Syndrome (SDS) which many have reported especially for Samsung Galaxy S3.  

It was the motherboard that was broken and replacing it brought the phone back to life.