If you're very confident in yourself and your work though this probably is less of a problem.
In a remote environment you have no idea if you're interrupting someone when you give them a call, so you need a proper reason to call someone. People discuss things in closed conference calls, chat rooms and email chains, so if they don't invite you you will never learn about any opportunities yourself.
If half the team is wfh it just seems like those in the office will be in the loop more consistently, especially if the team lead is also in the office. There's a lot of questions I feel comfortable asking casually if the person I want to ask is nearby but not by sending them an email or during a meeting.
There is this bot on slack called donut that every company I've been uses. Basically it prompts 2 or more random people to catch up every week or how often you think not annoying. I don't think I had more than that back in the office days but you could send slack messages to people how often you want if you like more.
In my team, most of the times, anything important needs to be sent to the channel for transparency and more chance of getting picked up. Private messages are not expected to be as important nor get an immediate reply so people won't feel bothered when you send one. Then there are also things more purposefully async such as github issues and wikis.
This allows you to bypass the politics situation pretty well. Interact professionally with the people you need to, get your work done, and get your social and drama needs met elsewhere, like with real friends and family :-P