You’re confusing federal income tax with federal taxes in general. Google pays significant federal taxes any time they grant out stock or pay cash to employees/execs via payroll taxes.

There isn’t a way to avoid the taxation when that excess profit leaves the company somehow to shareholders. Even buybacks that cause stock appreciation lead to significant fed revenue when people sell.