You can change the font of your gallery using CSS.
First, wrap your gallery in a DIV tag and give it an ID. For example:
Then, add a CSS ID selector to your CSS stylesheet. Fore example to set the font as Times New Roman:
Here is a reference for setting fonts with CSS.