So if Israel is innocent, why are they not allowing independent investigators in Gaza? Or independent media inside Gaza?

You know if you are innocent there isn't anything to hide, and by refusing this, you simply acknowledge your wrong doings.

And now imagine if China had sanctioned ICC prosecutors when they announced Putin's arrest warrant. I wonder what would be the reaction of the US in that particular case?

International laws for thee but not for me.