If the load is purely inductive, what will be the power factor?

In inductor  current lags behind voltage by 90 degrees. As power factor is "cosine of angle between voltage and current" so, according to this

Cos(90)=0 

Hence, power factor of pure inductive load is zero.

Power factor of purely inductive load is zero (lagging)