Right Pauly, this will need to be my last for a while...I need to watch Moto GP from Silverstone & have Fathers Day. 
Yo'll need to do a Ph test of the soil where your rhodo is growing. They need acid soil to grow well and flower.
Of course it will not flower again until next year anyway, as their season is over and will (as you say) just put on leaf.