Is there any way to rip out all text from a webpage?

I need to translate a webpage. I’d love to use Google Translate Toolkit for that, however, if you just feed the webpage to it the result is very ugly, and almost unusable. I’d like to just rip out all the text somehow. Due to the page design, copy-pasting isn’t likely to be possible. Any ideas?