Linking terms to views instead of taxonomy pages
If you're dealing with a limited number of terms (genres), you can do the following:


Head to Structure > Taxonomy > List Terms (next to your genre category)
Click Edit next to a term.
Uncheck "Generate automatic URL alias" under the URL Path Settings.
Enter the path to your View.
Repeat.


You can also use the PathAuto module to set up rules for automatic forwarding of Taxonomy links to your Views. Install PathAuto, enable, click Configure, select the Patterns tab, and rewrite the URL path for Taxonomy.