I wouldn't use “toxic”, but their warming potential is much greater than that of carbon dioxide. Their residency time in the atmosphere is shorter, but for the time that the methane is in the atmosphere, the warming potential is much greater. That it's a more potent greenhouse gas is another way of looking at it, rather than more toxic.
On January 31st, 2022. See this statement in context.