Perhaps. There's also evidence that gut bacteria produce a significant amount of neurotransmitters, such as serotonin. There's always the cause/correlation piece, but it's not unreasonable to believe that gut bacteria play some role, regardless of the ultimate cause.

https://www.caltech.edu/news/microbes-help-produce-serotonin...