Sepsis is characterized by a dysregulated host response to infection, leading to organ dysfunction and associated with significant morbidity and mortality, posing a critical challenge to global public health. Among its complications, sepsis frequently causes acute respiratory distress syndrome (ARDS), which has a high incidence and mortality rate, particularly in intensive care units (ICUs). Currently, the management of sepsis-induced ARDS is largely limited to supportive care, as no specific pharmacological treatments are available. The progression of sepsis to ARDS is driven by severe inflammation and cytokine storms, highlighting the importance of anti-inflammatory therapies as a primary treatment focus. We summarize conventional drugs and emerging treatments targeting excessive inflammatory responses in sepsis-associated ARDS, reviewing progress in basic research and clinical trials. Additionally, we discuss current research challenges to propose future directions for anti-inflammatory treatments, aiming to develop highly effective drugs with better clinical translation potential.