"I really can't believe it," said McGhee, whose own team will begin their UEFA Cup campaign next month.
"I didn't think Rangers would have an easy time over there but I just couldn't envisage them going out.
"It's unbelievable. It puts a dampener on everyone."
"For them to be robbed of that immediately it just lessens the whole season ahead."