So, problem was too low printing temperature. It was 200c. For PLA I have it was too low. Now I'm confused, for PLA the temperature range for printing is given from 180-210 (It is even written on particular coil). Does it mean that even printing in this range I should adjust temperature for each of plastics I have?
Update: I have researched a bit about phenomena I had. According to RepRap wiki < the flow of material dependent on many parameters, starting with softening point of plastic and ending with environmental conditions. I can conclude that in my conditions temperature of 200c did't give enough material flow (but feeder still tried to push it as much as it required). And ticking was one of indicators of it.