coolie. 1  an unskilled laborer, especially formerly in China and India. 2  an unskilled laborer employed cheaply, especially one brought from Asia. 3  a contemptuous term used to refer to an Asian, especially an Indian living in South Africa. 4  Informal. characteristic of or suitable for a coolie: working for coolie wages.