I think it's perfectly understandable for you to feel the way you do. Three little ones as young as they are is a lot on your plate.
And it doesn't sound like your DH is very supportive... in fact he might possibly be adding to the load from the sounds of it. Comments like that aren't very helpful just the opposite.
Have the two of you thought about relationship counselling?