Rotaryphile is correct that the bullet will begin to fall as soon as it leaves the barrel of the gun. However, if there is a crosswind, depending on the spin of the bullet and the direction of the crosswind, then the amount of drop due to gravity will be slight modified due to the spin and wind.

For the curve of the earth to enter into it, the speed would have to exceed 17,000 mph.