Sometimes when I put my iPhone to charge when its dead; it comes on automatically when it is charging, and sometimes I have to physically turned it on.
For example, last night I was on my iPhone, at it died. I plugged it in, then like 40 min after I went to check and I had to turn it back on and it was charged.
This doesn't happen all the time. Most times it comes back on automatically.