Harmful? Probably not but I wouldn't eat them. What they are is an indicator of the mix being wetter than peppers generally appreciate, in my experience. I've spread winecap mushrooms throughout our space and they'll come up around some of the veg, but not around the peppers, which (ime) are happiest with damp-ish but not wet soil