Someone just pointed me towards this:
How do I change my team?
Unfortunately, it is not possible to change your team at this time. We plan to add this functionality to Pokémon GO in the future. We are working on a few other big features first, so we don’t have an estimate on when changing teams will be possible.
Indicating that switching teams will be an option at some point in Pokemon GO