I downloaded here niche adsense theme for WP how can remove the adsense code from every theme?

you will need to open the files inside the wordpress theme and change in your adsense code in it.

u can download the software notepad++ . It is free and is a nice tool to update php files of wordpress. I use the same to update my wp files

go to the editor and change the pub ID of the adsense.