This only makes the read more link a button.
add_filter( 'excerpt_more', 'wpsites_read_more_link' );
function wpsites_read_more_link( $more ) {
return '... <a class="more-link button" href="' . get_permalink() . '">Continue Reading</a>';
}
Replace the button class with your themes button class.