To my knowledge, there isn't a way to delete an entire row
and cause the following rows to shift up using the keyboard.

To select the entire row, hit the Home key, then press and hold the Shift
key while you press End Key, Shift+<RightArrow, End Key, Shift+<RightArrow
(yes, you appear to need to do it twice). Now that the row is selected,
press and hold the Alt Key while you press the 'E' Key followed by the 'D'
Key.

Rick