Background Failure of delayed neurological improvement (fDNI) following successful recanalization is a prevalent clinical phenomenon in patients who have experienced acute ischemic stroke (AIS). An investigation into the potential link between markers of systemic inflammation such as platelet-to-lymphocyte ratio (PLR), neutrophil-to-lymphocyte ratio (NLR), monocyte-to-lymphocyte ratio (MLR), systemic immune-inflammation index known as SII, and the occurrence of fDNI in patients received successful reperfusion was conducted. Methods The study included patients diagnosed with AIS who underwent thrombectomy and experienced fDNI, as observed in a prospective study conducted from January 2017 to April 2020. In order to identify predictors of fDNI, we performed multivariable logistic regression and receiver operating characteristic (ROC) curve. Results Eighty-four patients (23.86%) without early neurological improvement (ENI) experienced DNI, and 268 (76.14%) patients did not show DNI. After adjustment for potential confounders, NLR (adjust OR, 2.131; 95%CI, 1.066–4.259; p = 0.032) and SII (adjust OR, 1.065; 95%CI, 1.001–1.132, p = 0.045) exhibited independent reationship with fDNI independently in multivariate analysis. The areas under AUC of multivariable NLR and SII mode were 0.862 and 0.861, respectively. Conclusions The immune-inflammatory biomarkers, including NLR and SII, exhibited associations with DNI in patients without ENI. Further investigations are warranted to elucidate the underlying mechanisms.