Rhinoviruses are commonly considered simple “common cold” agents. The link between their molecular epidemiology and patient clinical presentation and outcomes remains unclear in adult populations. All nasopharyngeal or bronchoalveolar lavages were screened using multiplex PCR in 3 Parisian hospitals from January 2018 to September 2018. For all detected rhinoviruses, the VP2/VP4 region was subtyped by sequencing. The study included 178 unique patients who were positive for human rhinovirus (HRV). They were primarily men (56%), with a median age of 62.2 years (IQR: 46.8–71.4), frequently presenting chronic respiratory diseases (56%) and/or immunosuppression (46%). Of these, 63% were admitted for respiratory distress, including 25% for pneumonia; 95 (53%), 27 (15%), and 56 (32%) were positive for HRV-A, -B, and -C, respectively. HRV-B appeared to be more associated with immunosuppressive treatments (58% vs 30% and 36% of patients for HRV-A and -C, respectively, p = 0.038), higher coinfection rates (54% vs 34% and 23%, p = 0.03), and higher intensive care unit (ICU) admission rates (35% vs 17% and 13%, p = 0.048). Conversely, HRV-A was more frequently associated with pneumonia (54% vs 31% and 11% for HRV-B and -C, respectively, p = 0.01). This study highlights the high proportion of chronic respiratory diseases or immunosuppression among hospitalized patients infected with a rhinovirus. Human rhinoviruses (HRVs) are frequently detected in patients hospitalized for respiratory distress. Understanding their molecular differences is crucial to finding target treatments and improving patient outcomes.