During the 1960s Lake worked with the Black Artists Group in St. Louis. In 1977 he founded the World Saxophone Quartet with David Murray, Julius Hemphill, and Hamiet Bluiett. He has worked in the group Trio 3 with Reggie Workman and Andrew Cyrille. He is the father of drummer Gene Lake.
Lake has been a resident of Montclair, New Jersey.