Also, take the pedal off, grease the thread, ramp up tight. Its worth checking the BB cup on the side that creaks too, they sometimes come undone which can cause creaking.
once everything is tight and if it still creaks, check for any play in the crank arms, if there is any its worth sticking a new BB in, They are £17 max