Alex Reinhard, on his Statistics Done Wrong site:
You’ve already seen that p values are hard to interpret. Getting a statistically insignificant result doesn’t mean there’s no difference. What about getting a significant result?
As an aside it’s a wonderful site. Read it in full if you have the time.