Yes. ASP.NET is not enabled by default, and installing ASP.NET through Add/Remove Windows Components will not enable it. To enable ASP.NET in IIS, you must enable it as a Web Service Extension.
In IIS Manager, expand the local computer and expand Web Service Extensions.
Then, in the Web Service Extension Table, find the versions of ASP.NET you want to enable, select them, and click Allow.