Using LED light bulbs in a dimmer
Many dimmers need a minimum wattage load to function. Four of the LEDs is 29.2W and is probably too low for the dimmer. The single remaining halogen alone is 39W (I assume it worked with the dimmer alone) so it's close. Try replacing the dimmer with one designed for LEDs.