A "taxpayer" is just someone who pays taxes.`

People mostly use "as a taxpayer" when discussing what the government should spend money on or what they should be allowed to do. 

For example:

As a taxpayer, I find it offensive that teachers are protesting against a law that's intended to hold them accountable for their results.