The Chinese path to modernization features socialist modernization with Chinese characteristics. It not only adheres to scientific socialism with Chinese characteristics but is also the Chinese road of development during global modernization, the path to realizing the great rejuvenation of the Chinese nation, and the creation of a new model for human advancement. Through the Chinese path to modernization, Chinese civilization with a long history now displays a brand-new form and its unique values and significance on the global stage. This paper probes into the vicissitudes of the Chinese nation in modern times, and reveals the leapfrog development of the great national rejuvenation to highlight the significance of the Chinese modernization by solving the “mystery of figures” ; explores the Chinese nation’s ideological progress during modernization since modern times to show the thought development that Chinese modernization achieved by analyzing the “mystery of thought” ; elaborates on the value orientation of the great national rejuvenation to demonstrate the guidance on values provided by Chinese modernization by explaining the “mystery of values” ; and studies the great rejuvenation of the Chinese nation from a strategic perspective to tap into the rich significance and institutional underpinnings of Chinese modernization by unraveling the “mystery of characteristics.” The Chinese Communists have conducted comprehensive theoretical explorations and pioneered practical innovations in the above aspects, which formed its powerful guidance in ideas and values, the underpinnings of the systematic structures and institutions, and created the Chinese path to modernization. The Chinese path to modernization pushes forward the leapfrog development of the Chinese nation towards modernization, advances the national rejuvenation along the right track, builds a new form of Chinese civilization, and shape the development course of contemporary human culture.