Background: Patients with eosinophilic chronic rhinosinusitis with nasal polyps (eCRSwNP) have poorer outcomes after endoscopic sinus surgery and a higher recurrence rate. Objective: This study aimed to investigate the profile of clinical symptoms of eCRSwNP and the related risk factors. Methods: We prospectively enrolled 298 inpatients with CRSwNP from February 2019 to December 2019. The patients were divided into eCRSwNP and non-eCRSwNP groups based on the percentage of blood eosinophils; the cutoff value was set at 3.05%. Clinical data on questionnaires, visual analog scale (VAS) scores, and laboratory tests were collected. The differences in clinical symptoms, including nasal congestion, rhinorrhea, olfactory disorders, and head and/or facial pain, between the two groups were analyzed to identify the influential factors. Logistic analysis and receiver operating characteristic curves were used to determine the diagnostic benefit for the specific symptom in the patients in the eCRSwNP group. Results: Nasal congestion and olfactory disorders were significantly different between the eCRSwNP and non-eCRSwNP groups. The patients in the eCRSwNP group more frequently had concerns about olfactory disorders (p = 0.002), whereas patients in the non-eCRSwNP group mostly had nasal congestion (p = 0.001). The logistic analysis showed that the primary risk factors for olfactory disorders of eCRSwNP were disease duration (p = 0.014) and alcohol intake (p = 0.012). Olfactory disorders were not associated with the disease course of the eCRSwNP group but were correlated with the disease duration of non-eCRSwNP (p = 0.008). A VAS score for the olfactory disorders of >5.75 could be used to predict the diagnosis of eCRSwNP (area under the curve, 0.674 [95% confidence intervals, 0.559-0.689]; P < 0.001). Conclusion: Olfactory disorder might be the major nasal symptom that could be used to distinguish a peripheral eosinophilia-based definition of eCRSwNP and non-eCRSwNP. The disease duration was a limiting factor for using olfactory to distinguish two subgroups of nasal polyp. The investigation with regard to the accurate time boundary should be further addressed.