Thidiazuron (TDZ) is the main chemical agent for cotton defoliation, which plays a key role in realizing cotton mechanical harvesting. At present, there are few studies on the molecular regulation mechanism of TDZ induced cotton leaf abscission in the field environment. In this study, TDZ sensitive variety (Jifeng 914) and non-sensitive line (04-1685) were used as the experimental materials. Ethylene, cytokinin, and abscisic acid contents in leaves were determined. RNA-seq was used to analyze the changes of gene expression in leaves at 0, 1, 3, and 5 d after TDZ treatment. WGCNA (Weighted gene coexpression network analysis), GO and KEGG were used to analyze and screen gene coexpression modules and gene functions, respectively. The results showed that the ethylene, cytokinin, and abscisic acid contents of Jifeng 914 reached the highest level at 1 d after treatment, and the hormone contents of 04-1685 reached the highest level at 3 d after treatment. A total of 33,283 differentially expressed genes (DEGs) were screened by RNA-seq. Through WGCNA analysis, 2 and 3 modules highly related to hormone and samples were screened respectively. The genes in the modules mainly participate in abiotic stress response, circadian rhythm, and material metabolism. By analyzing the relative expression of plant hormone, stress response, and circadian rhythm related genes, the expression of hormone related genes in sensitive variety Jifeng 914 was higher, among which ethylene signal response genes were kept at a higher expression level within 5 days after treatment, abscisic acid signal response genes were kept at a higher expression level within 1 day after treatment, and cytokinin metabolism related genes expressed very low within 1 day after treatment and increased sharply at 3 d and 5 d after treatment. At 1 d and 3 d after treatment, heat shock protein genes (HSP70, HSP90, and ATJ3), calcium homeostasis regulating genes (CRT3, NCL), and circadian rhythm genes (LNK2, APRR9, CCA1) were significantly down regulated, while circadian rhythm genes (ARR8) were up regulated. Spraying TDZ in the field environment, while causing changes in hormone content, may damage the plant's circadian rhythm and reduce the stress ability to abiotic stress, and thus accelerating leaf senescence and abscission. This study provides more ideas for enriching the molecular regulation mechanism of TDZ induced leaf abscission.