The thing on Iraq is that the Tories were supporting Labour all the way in going to war. So if the Conservatives did win the next election, the countries position on that would be exactly the same.
I think Blair will survive this, if only because no one really trusts Gordon Brown. These are only council elections after all, and no matter how badly Labour have done, if they win the election no one will care about this.