Maybe your throttle servo is backwards of the way it should be. I think most are Normal position, but maybe it needs to be Reverse.
Which ESC, which radio?
This may be a dumb question, but make sure the plugs are all in the right direction. Some of them have to go a certain direction. Mine are always metal tabs back towards the wider side of the receiver.