How can I select all elements without a given class in jQuery?

Given the following:

<ul id="list">
    <li>Item 1</li>
    <li class="active">Item 2</li>
    <li>Item 3</li>
    <li>Item 4</li>
    <li>Item 5</li>
</ul>

How can I select all but Item 2, AKA something like:

$("ul#list li!active")