If a company keeps pre-printed checks in stock in a non-secure location and uses a rubber stamp for a check signature are they responsible for check fraud?

Absolutely !... If they're so lax in judgement as to have the means for just anyone to create a usable check - then they are solely responsible for every withdrawal on the account the checks are linked to !