It is very common to see lead instead of led. In fact, it is rare to see the latter used properly at all.

Quite simply, led is the past participle of the verb to lead. And, of course, lead is also a metal.

So, the correct forms are:

You can lead a horticulture but you can't make her think.

I led a horticulture but I couldn't make her think.