The gigs in Venezuela were scrapped after Sanz criticised the country's president, Hugo Chavez.
Other celebrities who signed the statement include Jennifer Lopez and footballer David Beckham.
The signatories say they "believe in a Latin America where we are all free to express our views".
One concert was cancelled in November, the other was planned for 14 February in the Venezuelan capital, Caracas.
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