Which Velocity is used to measure Dynamic Pressure? Suppose an airplane is flying in windy conditions. Now, for the calculation of the dynamic pressure should I use the relative velocity or the absolute velocity as the free stream airspeed?
You should use the speed of the air relative to the object.

Take the extreme example of a stationary wind turbine. It obviously experiences aerodynamic forces and dynamic pressure, yet always has an absolute speed of zero.