Try the UK, you can do a 4 or 5 year masters in Astronomy followed by a 3 year PhD (with funding, yippeeeee) if you get at least a 2:1.

One cautionary note, an ex of mine went into astronomy not being great at physics and she struggled a bit. Be prepared to work damn hard.