Access to standard reports is handled by the role's set of permissions, however, it does not provide access to a custom report that I just created. Access to custom reports is provided on the More Options tab on the Report Builder, for instance, go to Reports | Sales | Sales by Customer Summary | Customize, and open the More Options tab:
Customize a report