When compressed air is not applied, a seal member (30) is in contact with an outer peripheral surface (21) of an inner ring (20). When compressed air is applied, the contact area between the seal member (30) and the outer peripheral surface (21) of the inner ring (20) decreases relative to that when compressed air is not applied. Accordingly, an air-turbine bearing unit that can quickly stop rotating is provided.