Is it safe to dye a 3 year old hair?

No, because the dye chemicals are very hard on the child.

Anything chemical or toxic is harmful to children. Their physical state is delicate and more fragile than adults; almost all childcare products have 'child safe' versions now, that are 'fragrance free', 'natural' etc.