Efforts to leave come just two days after both were announced as two of six English clubs to sign up to the controversial new competition.
There are also reports that Manchester United vice-chairman Ed Woodward has quit.
The ESL has been widely criticised since being announced on Sunday.
Around 1000 fans gathered outside Chelsea's Stamford Bridge home ground before their game against Brighton on Tuesday to protest their involvement.
