Adam, thank you for your fast help!
I found out what the problem is und could reproduce it:
In my code, I start cuteeditor with a start text like "Type here...". When a user deletes this whole text and starts to type, then cuteeditor adds the <p> tag.
Can this be solved that the <p> tag does not appear?
Joerg