What word means fair in giving judgment not favouring one side?

The Word you are looking for is "impartial." Impartiality refers to the quality of being unbiased and treating all parties or viewpoints equally without favoritism. In a judicial context, impartiality is essential for ensuring fair and just decisions are made.