difference between panel and container

Well, a Panel is a control which acts as a container for other controls.

To my knowledge, there isn't a standard web control called Container or anything similar. 

In windows forms there is a ContainerControl from which Form inherits but, as you've asked this question in the ASP.NET forum, I assume you're not interested in that.