Each Eastercon is run by a separate committee, and so you need to contact them to buy a membership in that year's Eastercon.

All the current Eastercons (at the date of writing this) allow you to join their convention online.

Go to their individual pages to find out the current cost of membership and other details such as discounts for students, unemployed or unwaged (which may vary from convention to convention).