Don't be. The etymology of the word is simply that it rhymes with 'tank', and not specifically the word it rhymes with.
It's the same as 'pom' for English people. And used in similar context. Yes, it's a little derogatory - but more in a teasing way rather than a nasty way.
People who eat pork pies are not thought of as habitual liars, but it's where 'porkies' comes from. Actually, that may not be a thing for you guys, huh? Porkies a chain there, right?