Either this is highly exaggerated, or whoever is doing your taxes hasn't explained to you the various deductions you should be claiming or enjoying, from standard/basic deductions, to tax credits and programs, not to mention tax brackets.
That being said, is there a massive discrepancy in how little tax corporations and the rich pay compared to the little guy? He'll yeah there is.