Disable attachment page?

Hi,

I’ve got Images Gallery in my post ( [gallery] ) but when I click on any image, this one is showing like:

http://example.com/?attachment_id=974

Is it possible to use permalink after click on image?:

http://example.com/…/…/image.jpg

Cheerz:)