White noise seasonality
How can I justify whether there is seasonality present/absent in the
  data after differencing?


Plot the amplitude of the Fourier transform of the signal. 

If there is seasonality, you will see a peak at the appropriate frequency on the Fourier plot. This should be close to the plot's origin, because seasonality means slow changes and thus low frequencies.