Would running old gas through an engine possibly cause the spark plugs to foul? why? how depends?

have had non-ethanol gas sitting in the gas tank for 2 years. and I pumped most all of it out and put in fresh gas, but I think it is still running very rough. is it maybe the spark plugs? what else could be?
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