There may be wind pushing the quadcopter in that direction, you'll need to compensate for the wind as you fly by either slightly tilting the cyclic control towards the winds, or pointing the nose of the quadcopter also slightly toward the wind (crabbing).
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New Drone Quadcopter Rc 6-Axis 2.4 Ghz Kids Adults Training Quadcopter Gift Toy