A couple of other methods:

1) Select all your animated objects. Double-click the time line (it'll turn red). Right-click on the timeline. Choose Delete.

2) Select all your animated objects. Open Window > Animation Editors > Dope Sheet. Click on Dopesheet Summary to select all the keys. Press the Delete key on your keyboard.