Found in April, years ago when I lived in Albemarle County, Virginia. I snitched a glass casserole dish from the kitchen and put the beetle in the bowl to photograph. These are very common here in West Virginia, too, appearing in many, many rain puddles and water-filled ruts in dirt roads.

My guess is Acilius mediatus; corrections or other discussion appreciated.