Is it possible, with the REST API available from SalesForce, to get the list of all leads and all their details?
Sure you can, with the help of SOQL queries.
Read here: https://developer.salesforce.com/docs/atlas.en-us.api_rest.meta/api_rest/dome_query.htm
Example: POST https://instance_name.salesforce.com/services/data/v40.0/query?q=SELECT Id,FirstName,LastName FROM Lead
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