Gilbert was born in 1960. Gilbert's father was Teck Tiong Koh and his mother is Geok Lan Ng. His paternal grandparents were Koh Kim Han and Siew Lian Chia. He had a brother and two sisters, named Rupert, Lena and Lydia. He is the youngest of the four children.