If one earns $10,000 per year, a $2,000 annual tax is 20% of annualized income.
If one earns $100,000 per year, it’s 2%.
The less one earns, taxes are a greater proportion of total income.
Often, flat tax concepts come (or should come with) tax exemptions for actual low-income folks.