Ridden by Colm O'Donoghue, Black Bear Island (12-1) produced a fine finish in the final straight to pip stablemate Freemantle (13-2) in the Derby trial.
The Labour-run council planned to hold a local advisory referendum, asking people from the Freemantle and Millbrook wards if they supported the construction of the plant.