The main objective of this work is to establish the prominent role played by rationalism in the birth and growth of modern science. Other objectives are: 1. To highlight the relevance of rationalism in modern science and its contribution to knowledge. 2. To examine contributions from some rationalist philosophers whose works have strengthened the growth and development of modern science. 3. To show the diminishing influence of empiricism in modern science (Theory of relativity and Quantum m