Websites that handle pagination in this way are much more difficult to extract from. They are not as common, but unfortunately, this site is one of them.
The only way I can think of getting data from this site is to use multiple search terms that keep results to 1 page maximum. Not ideal - I know.
Sorry I couldn't be more help.