I think you need style=filled
http://graphviz.org/doc/info/attrs.html#d:fillcolor says fillcolor is “Color used to fill the background of a node or cluster assuming style=filled, or a filled arrowhead.”
digraph {
1 [label=“memcpy” fillcolor=red style=filled];
1->2;
}
works for me