Pelvic lymph node (LN) metastases are found histopathologically after radical hysterectomy (RH) in some cases of cervical adenocarcinoma with no enlarged LNs on preoperatively. The aim was to clarify whether LN metastasis is a prognostic factor in these patients, and whether any postoperative therapy is advisable. Sixty-one patients with stage I-II cervical adenocarcinoma [International Federation of Obstetrics and Gynecology (FIGO) 2008] with no enlarged pelvic LNs on preoperative imaging evaluation who underwent RH at our institution were retrospectively examined for clinicopathological, treatment, and prognosis-related factors. The median age was 47 years. FIGO stages were IB1 in 44 patients, IB2 in 10, IIA in 4, and IIB in 3. Seventeen patients (27.9%) had positive pelvic LNs. The multivariate analysis for both overall (OS) and disease-free (DFS) survival showed only pelvic LN metastasis was an independent prognostic factor. In a multivariate analysis of LN-positive cases, multiple LN metastases was an independent prognostic factor for poorer DFS. OS rates were 100%, 83.3%, and 30.0%, and DFS rates were 85.5%, 83.3%, and 12.5% for patients with no LN metastasis, single metastasis, and multiple metastases, respectively, showing a significant difference. Eight recurrences were observed in 10 patients with multiple node-positive disease, and six (75%) had an intrapelvic recurrence. Among patients who underwent RH for cervical adenocarcinoma with no preoperative enlarged LN and positive pelvic LNs confirmed postoperatively, multiple positive pelvic LNs are an independent poor prognostic factor. Because pelvic recurrence is common, concurrent chemoradiotherapy, possibly using paclitaxel and cisplatin, should be considered as adjuvant therapy.