No. A gift is never taxable to the recipient of the gift. 

Technically, you mother is required to file a gift tax return, form 709.  "Gift Tax" is somewhat of a misnomer.  Even though a gift tax return may be required, very few people ever actually pay federal gift tax. The purpose of the gift tax return is usually only to document a reduction in the allowable estate tax exemption.