No, you do not have to pay a toll to use the Blackwall Tunnel. It is free. Always has been, always will be (for now).
This makes it a glorious anomaly, like finding a free parking spot in Central London or a pub that still sells a pint for under a fiver. You just drive in, hold your breath, and hope your battery doesn’t die in the middle of the southbound bore.