A more "powerful" amplifier is NEVER the solution except when that additional gain is actually required to overcome additional downstream signal loss form cabling or splitters. It is NEVER needed when working with an indoor antenna hooked up to a single TV set.
You need a better location for your antenna or, barring that, a better antenna that will improve your odds. Notice I didn't say it would be a miracle cure, I said it would improve your odds.