There are so many interactions at work outside of politics, which I would define as the advancement of your personal agenda before that of the organization and of anybody else.
I have such rich interactions with my colleagues. Sometimes we work together on a project. Sometimes it's purely social, like the first few minutes of a meeting with someone I haven't talked to in a long time. Sometimes they need my support or I need theirs. And sometimes (rarely) it's about having an uncomfortable conversation because something didn't go well. But none of these is about politics. I love where I work, in big parts because of the lack of politics.
(Edit: Typo)
IMO it's almost never worth trying to make friends with your coworkers. Be nice, be helpful, and do a good job but keep your friends and work life separate.
Also why it is a problem ?
The problem is that there’s no reasonable definition of “office politics” that frames it as a positive thing. You’re approaching every interaction negatively as something you can win/lose.