TNF and Tinnitus: Other evidence has suggested that neuroinflammation remains a major underlying cause of tinnitus, with animal models demonstrating an increase in cytokine TNF-alpha as a marker of inflammation and its subsequent inhibition or genetic mutation alleviating the behavioral phenotypes associated with tinnitus [66].