In practice this happens often but as Beato says it's sometimes transposed to different pitches or sounds. Some people hear drilling, or think it's the neighbour's washing machine, or an airplane spooling before take-off.
Tinnitus also occurs without hearing damage, often to highly sensitive people or people who have filtering deficiency (possibly somewhere in the ADHD/ADD or autism spectrum, even if very lightly).