They are two different things.
A
Web server handles the HTTP protocol. When the Web server receives an HTTP request, it responds with an HTTP response, such as sending back an HTML page.
whereas
An
application server exposes business logic to client applications through various protocols like HTTP, TCP-IP etc.
Refer for detailed comparison:
Application Server vs Web Server[
^]