No. It's normal and natural. The thing is though, society doesn't often talk about women doing it... so it seems weird or unnatural. Women are often told to be "proper" and serve others before themselves, so many women don't do this type of thing because they think it's dirty.
We have a right to be happy and experience pleasure though too. Most women that do it just don't talk about it..