Chickpea (Cicer arietinum L.) is a significant pulse crop in Australia, with an industry value of over AUD 1.3 billion. However, there are few studies investigating the levels of health-benefiting constituents in desi chickpeas and the impacts of variety, growing location, and season on these constituents. This study aimed to study the levels of health-benefiting constituents in desi chickpeas, including 97 samples of Australian desi chickpeas, comprising 18 varieties, grown in a range of field trials across four Victorian locations and three growing seasons. Various physical characteristics and phytochemical compositions were determined in the samples, including 100-seed weight, colour, moisture content, total phenolic content (TPC), ferric-reducing antioxidant potential (FRAP), cupric-reducing antioxidant potential (CUPRAC), and total monomeric anthocyanin content (TMAC). The screening results showed a significant difference in TPC, TMAC, and FRAP among different desi varieties, suggesting there may be variation in their potential health benefits. Furthermore, the growing location and growing season significantly impacted all analytes. Correlation analysis revealed a number of significant correlations, including a moderate positive correlation between the b* colour and the antioxidant capacity and total phenolic content. This work provides the first detailed insight into the range of phenolic and antioxidant contents found in Australian desi chickpeas and the impact that genotype, location, and season can have.