I like the watercolor style so much, PLEASE tell me the name of it if you are able to find it.

It's possible - that what you like so much is not a font - but a filter used in Adobe Photoshop.

hm, ok I see... anyone knows maybe watercolor stamps that look very much like that one?

check out the deviant art, there are many tutorials
regarding how to attain this effect.