Lipscomb was born in Cleveland, Ohio. His family moved to Lexington, Kentucky in 1920.He lived there until he earned his Bachelor of Science degree in Chemistry at the University of Kentucky in 1941. Then he earned his Doctor of Philosophy degree in Chemistry from the California Institute of Technology (Caltech) in 1946.