One group marched up the steps at the Gallowgate end - the home fans' stand - and pushed against the door.
Police described the protest as "good-natured" and said no damage was caused and no fans arrested.
But as the live television reports stopped on Thursday evening, the number of fans outside the ground declined.
Keegan quit after Newcastle failed to land any big-name signings in the transfer window.