2gb table with 10 million rows, late pagination select is slow

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I have table in MySQL with 10 million rows with 2 GB data selecting IN LIFO format data is slow

Table engine is = InnoDB

table has one primary key and one unique key

SELECT * FROM link LIMIT 999999 , 50;

how I improve the performance of the table. ?

table structure

id  int(11) NO  PRI NULL    auto_increment
url varchar(255)    NO  UNI NULL    
website varchar(100)    NO      NULL    
state   varchar(10) NO      NULL    
type    varchar(100)    NO      NULL    
prio    varchar(100)    YES     NULL    
change  varchar(100)    YES     NULL    
last    varchar(100)    YES     NULL

NOTE: SELECT * FROM link LIMIT 1 , 50; is taking .9ms but current sql is taking 1000ms its 1000 time taking more

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