In Ireland, the months June, July and august. Normally the warmest months, they are also usually by far the wettest. The phrase illustrates that the Irish have long given up on their "summers".
"Are you going to electric picnic (rock festival) this year?"
- "Are you joking? That's right in the middle of monsoon season"