Question

Why does the bulbs connected in series shows more brightness?

Answer 1

because the current remains the same

Answer 2

actually bulb in parallel connection glows bright.
Faster moving electrons in the circuit mean that the electric current is larger, which in turn means the bulb glows more brightly. The bulbs connected in parallel all glow brightly because each is effectively connected to the cells.