The silence depressed me. It wasn't the silence of silence. It was my own silence.

This quote means that the person speaking was feeling down because of their own lack of words or communication. They felt alone and isolated, and the fact that they weren’t speaking only added to this feeling of depression. There was no sound in the room or area, but the person was burdened by their own inability to communicate, which was even more depressing than the normal silence.