Recurrent spontaneous abortion (RSA) has a complex pathogenesis with an increasing prevalence and is one of the most intractable clinical challenges in the field of reproductive medicine. Quercetin (QCT) is an effective active ingredient extracted from Semen Cuscutae and Herba Taxilli used in traditional Chinese medicine for tonifyng the kidneys and promoting fetal restoration. Although QCT helps improve adverse pregnancy outcomes, the specific mechanism remains unclear. The trophoblast cell line HTR‐8/SVneo cultured in vitro was treated with different concentrations of QCT, and the cell counting kit‐8 assay, wound healing assay, transwell assay, and western blotting were used to evaluate the effects and mechanisms of QCT on the proliferation, migration, and invasion of HTR‐8/SVneo cells, respectively. To assess the expression levels of miR‐149‐3p and AKT serine/threonine kinase 1 (AKT1), quantitative real‐time polymerase chain reaction (qRT‐PCR) and western blotting analysis were performed. A dual‐luciferase reporter assay was used to investigate the potential regulatory relationship between miR‐149‐3p and AKT1. Our results showed that QCT promoted the proliferation, migration, and invasion of trophoblast cells, promoted the expression of MMP2, MMP9, and vimentin, and downregulated the expression of E‐cadherin. Mechanistically, QCT downregulated the expression of miR‐149‐3p and upregulated the expression of AKT1, and miR‐149‐3p directly targets AKT1, negatively regulating its expression. Overexpression of miR‐149‐3p and silencing of AKT1 counteracted the promotional effects of QCT on trophoblast proliferation, migration, and invasion. Taken together, QCT regulates the migration and invasion abilities of HTR‐8/SVneo cells through the miR‐149‐3p/AKT1 axis, which may provide a promising therapeutic approach for RSA.