If the time and space scales of your motion are very short (e.g., throwing a ball over normal, human distances) then the trajectory will barely be affected by the Earth's rotation. Just imagine how far the Earth will have rotated under your ball during the time it was in the air.
If you're firing naval artillery shells that can fly for more than a minute and disappear over the horizon, then yes you need to consider the rotation of the earth.