Invisible Creeper during day

So I was in the Desert during day and there are no mob around but just then I heard a Tssss and boom. Something blows up I believe it was a Creeper.
It happens several times and everywhere even during mid-day (Which Creepers should already despawned.)
I cannot take any pic because as I said it seems like they're invisible.