Resolved !
It's easy. I found the solution
In your WordPress Dashboard
Go to Gallery > Style
add this code (if you want to change the colour of the title to white):
#shName {
color:white;
}
You can even add font size, anything you want
Don't forget to save it and it's good if you refresh your browser with CTRL + F5 (it refreshes your cache as well.)