How can I get all the taxonomy term objects from the database regardless of vocabulary?
You can use the entity_load() function. The second argument, $ids, is defined as such:


  An array of entity IDs, or FALSE to load all entities.


So you can get all taxonomy terms in the database with this simple call:

$all_terms = entity_load('taxonomy_term', FALSE);