Assuming you live in same town as grandson or close enough to visit, go spend some time with him and take him a gift. At 2 he will not remember if you were at his party until he is older and sees pictures. Maybe next year you can get a heads up from family if they plan something or just make sure you do notplan to go somewhere that week. God have fun and do not worry about your grandson. Take care.
Linda