Pancreatic cancer (PC) is a cancer with a poor prognosis, and nerve growth factor (NGF) is involved in the pathogenesis of PC within the unknown exact role. Herein, SW1990 cells and PC12 cells were co-cultured using transwell co-culture system and subsequently revealed that NGF was overexpressed in SW1990 cells and promoted PC12 cell proliferation. Knockdown of NGF expression in SW1990 cells using lentiviral shRNA effectively inhibited NGF expression in SW1990 cells and reduced its stimulatory effect on PC12 cell proliferation. Additionally, NGF in SW1990 cells increased the expression of IL-6, dopamine, and c-FOS, as well as decreased the level of lactate dehydrogenase, in PC12 cells, whereas the inhibition of NGF expression significantly reduced the levels of IL-6, dopamine and c-FOS, indicating the critical role of IL-6/STAT3 signaling in PC progression. Finally, cell proliferation, migration, and invasion were assessed using cell counting kit-8, scratch, and Transwell assays, which showed that activated neurons promoted the proliferation, migration, invasion, and NGF secretion of SW1990 cells through the IL-6/STAT3 pathway. The results revealed that NGF secreted by PC cells played a pivotal role in PC progression via regulating activated neural cells-secreted IL-6, providing new theoretical insights for the treatment of PC.