No. VA Unemployability benefits are not considered taxable income. Veterans will not be required to pay taxes on VA Unemployability benefits. If you earn other income while receiving VA Unemployability, that extra income will be taxable. VA Unemployability does not exempt veterans from all taxes. Remember, if you work too much, the VA might take away your Individual Unemployability benefits.
Read more about VA Individual Unemployability benefits here: