Consider trying to improve relations between them, but only if it doesn’t stress you out. It’s okay to spend time with your parents without your partner.
Remember, you don’t have to pick sides. If you can, avoid getting stuck in the middle between your parents and your partner. With time, they’ll likely come to appreciate the qualities of your significant other.