You may solve this problem by assigning user rights to the user: "NT AUTHORITY\SYSTEM".

Follow these steps:

Open "SQL Server Management Studio".

Open "Security, and then Logins".

Rightclick on user: "NT AUTHORITY\SYSTEM >> Properties".

Select "Server Roles" tab, and check the "sysadmin" server role.

You are done. SQL Server Agent will be started now.