Binding of the spike protein of severe acute respiratory syndrome coronavirus 2 to the cognate angiotensin-converting enzyme 2 receptor is the initial step in the viral infection process. In this study, we screened an in-house extract library to identify food materials with inhibitory activity against this binding using enzyme-linked immunosorbent assays and attempted to ascertain their active constituents. Hydrangea macrophylla var. thunbergia leaves were identified as candidate materials. Its active compounds were purified using conventional chromatographic methods and identified as naringenin, dihydroisocoumarins, hydrangenol, and phyllodulcin, which have affinities for angiotensin-converting enzyme 2 receptor and inhibit angiotensin-converting enzyme 2 receptor–spike S1 binding. Given that boiled water extracts of H. macrophylla leaves are commonly consumed as sweet tea in Japan, we speculated that this tea could be used as a potential natural resource to reduce the risk of severe acute respiratory syndrome coronavirus 2 infection.