Could be a lot of things, but my guess - maybe seniors don't find your offering compelling enough? Try avoiding "young teams" and "beers" and put more "healthy snacks", "work life balance" in the job offer and see what happens. Seniors generally have better options than juniors, you're gonna have to work hard to get and retain them.