Trouble With Picture Captions….Please Help !

My site is http://www.tackletreasures.com

I recently upgraded my version of WordPress and now my captions are in different fonts and I can’t get them back. Look at the “Gadgets” or “Bottles” page to see the way they look now and any other page to see the way they were before (and the way I want them).

I used to simply add a caption after uploading a picture and then change the font using the toolbar in the visual editor. That does not work any longer and any page that I make any modifications of any kind to looses my old font.

What can I do to fix this? How do I change the font color and size?

Thank you very much.

[closed as double of http://wordpress.org/support/topic/trouble-with-pictures-1?replies=1 – continue with the original topic – if you have more information, add it there]