This study aims to describe the implementation of the ADI learning model on physics learning of Newton's laws, the skills of scientific argumentation of students after learning, and the patterns of scientific argumentation students. This research method used explanatory sequential mixed method design. Data collection methods used in this study were tests, documentation and observation. This research was conducted in Surabaya, East Java, Indonesia. Eighty-five of ten grade students on three classes and one teacher participated in this study. This study applied a scientific argumentation level framework developed by Erduran to determine the level of scientific argumentation skills that can be achieved by students. The results showed that ADI learning model was carried out very well for 3 classes with an average percentage of feasibility for Science Classes 1, 2, and 3 as a whole involving 86.67%, 87.08%, and 88.75%. Scientific arguments of students show a significant increase, with a significance of n-gain values obtained in the medium category. The pattern of changes in the skills of scientific argumentation of students from levels 1 and 2 in the pre-test increased to levels 3 and 4 in the post-test. The reason for the skills of scientific argumentation of students is in accordance with the scientific argumentation skills verbally. Based on these results it can be concluded that the application of the ADI learning model improve scientific argumentation skills of students.