I have [CSS Snippet] Sidebar Icons which allows you to change the icons for tabs specifically (you can remove the code for the icons you don't wish to change).
Alternatively, if you'd prefer to remove them completely, add the following to the bottom of your existing CSS code (if any):
.side-nav .sidebar-tab .sidebar-icon {
display:none;
}